diff --git a/project-cancer-classification-pca-nn.ipynb b/project-cancer-classification-pca-nn.ipynb index 0e4b25f..3183197 100644 --- a/project-cancer-classification-pca-nn.ipynb +++ b/project-cancer-classification-pca-nn.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -59,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -242,7 +242,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -282,10 +282,10 @@ " \"\"\"\n", " super(CancerClassifierNN, self).__init__()\n", " # Definieren der Schichten\n", - " self.fc1 = nn.Linear(input_size, 1024) # Eingabeschicht\n", - " self.fc2 = nn.Linear(1024, 512) # Versteckte Schicht\n", - " self.fc3 = nn.Linear(512, 256) # Weitere versteckte Schicht\n", - " self.fc4 = nn.Linear(256, num_classes) # Ausgabeschicht\n", + " self.fc1 = nn.Linear(input_size, 512) # Eingabeschicht\n", + " self.fc2 = nn.Linear(512, 256) # Versteckte Schicht\n", + " self.fc3 = nn.Linear(256, 128) # Weitere versteckte Schicht\n", + " self.fc4 = nn.Linear(128, num_classes) # Ausgabeschicht\n", " self.dropout = nn.Dropout(p=0.5) # Dropout\n", "\n", " def forward(self, x: torch.Tensor) -> torch.Tensor:\n", @@ -309,19 +309,21 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "from torch.utils.data import DataLoader\n", "\n", + "N_COMPONENTS = 512\n", + "\n", "# Erstellen der Dataframe Klasse\n", - "genome_dataset = GenomeDataset(data_frame)\n", + "genome_dataset = GenomeDataset(data_frame, n_pca_components=N_COMPONENTS)\n", "train_dataset = genome_dataset.train_df\n", "valid_dataset = genome_dataset.val_df\n", "\n", "# Annahme: input_size ist die Länge Ihrer Genome-Frequenzen und num_classes ist die Anzahl der Krebsarten\n", - "model = CancerClassifierNN(input_size=1034, num_classes=3)\n", + "model = CancerClassifierNN(input_size=N_COMPONENTS, num_classes=3)\n", "model.to(device=device)\n", "\n", "# Daten-Loader\n", @@ -331,18 +333,9 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 16, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\meiko\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python39\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - } - ], + "outputs": [], "source": [ "import torch.optim as optim\n", "\n", @@ -358,12 +351,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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hU6dOEEKojkV4eDiCg4MRHR2t9d8MHDhQ4/rMLh4eHnj69KlOs7S5GDx4sIbmMf1/c+7cOYSFhWHkyJEay0nuC1ll165dsLW1xfDhw1VtVlZWGD16tMZyr1+/xoEDB9CjRw/V/TA8PBwREREIDg7G3bt38ezZM411PvjgA41ro2nTpkhLS8Pjx49Vbdm9z2aGMee0RHJyMrp3745t27Zhx44daNOmjWre5s2boVQq0aNHD41ztWjRoihXrpxBbh05hZ+fn4bW1M3NDQMGDMDFixcRGhoKgEzSTZs2RaFChTTGHxQUhLS0NI37JwC89957Bmmmd+zYAYCyFKhjyP1w7969iIqKQu/evTXGZG1tjfr16xt1TI8ePYqpU6eiRYsWmDBhgtb83Pz/mZN8b4r19/fXacq5fv06JkyYgAMHDmj58ERHR2fab4kSJTSmpQdqZGSk0etK60vrhoWFITExEWXLltVaLn1bz5498euvv2LYsGEYN24cWrdujW7duuH999+HlRXJ7dJFL+Hu7m6yB6eDg4PWjUF9XwDg8ePH8PX11bjxAkCFChUM3k6vXr0wduxYrFu3Di1atMCbN2+wZcsWtGvXTkOYWbNmDebOnYtbt24hJSVF1V66dGmj9kt6OJUrV06j3cvLS2N7urh79y4AZGhqjo6O1ujH2PHpIrNzUtonfeeVuoD14YcfYuPGjWjXrh38/f3Rpk0b9OjRA23btlUtU6NGDVSsWBEbNmzA0KFDAZAZtkiRImjVqhUA4NWrV4iKisIvv/yCX375Ree4w8LCNKZNcSzU+d///od9+/ahXr16KFu2LNq0aYM+ffqgcePGJt1ORhj636Q/32xtbVGmTJlM+3/9+rWGi4CjoyPc3d1V1176gLH058C9e/cghMDEiRMxceJEndsICwvTMG8acg/M7n02M4w5pyVmz56NuLg47Ny5U8sX8+7duxBCaP0PEpZ0uC9btqyWT1758uUBkI9Y0aJFcffuXVy5ckWvsJbVa+3x48ewsrLSUEgAht3DpfuhdE9Ij5ubm0FjiIiIQO/evVGoUCGsXbtW9XxLv63c+v+Zk3wv2OkSYKKiotC8eXO4ublh2rRpCAgIgIODAy5cuID//e9/Bmm+9EX9CAP8o7KzbnocHR1x5MgRHDx4ENu3b8euXbuwYcMGtGrVCnv27IG1tTV8fX011lm1apXevD/6Eiqnd3aWMGX0U0Z4e3vjnXfewaZNm/Dzzz/jv//+Q2xsLPr27ata5o8//sCgQYPQpUsXfPnll/D29oa1tTVmz56N+/fvm2WcAFTnz5w5c/T69aUXcnWdpwqFQuc5Yex/kZXzytvbG5cuXcLu3buxc+dO7Ny5E6tWrcKAAQM0AiZ69uyJmTNnIjw8HK6urvj333/Ru3dvVTS4dCz69eunV9BN78di6EtHRueq+rGoVKkSbt++jW3btmHXrl3YtGkTFi9ejEmTJqnSGxiLoduWMOV/o4tu3brh8OHDqumBAwcalcRX+p+++OILlW9ketILT5ntkzH3WWOPZ3YIDg7Grl278P3336NFixYaUbZKpRIKhQI7d+7Uud301212MPZeawhKpRLvvPMOvvrqK53zJUFQwpSa8YzGBJCfXdGiRbXmG5I5QgiBgQMH4vnz5/jvv/80LFnpt2Wu/y83k+8FO10cOnQIERER2Lx5M5o1a6Zqf/jwoQVHJePt7Q0HBwedUXO62qysrNC6dWu0bt0a8+bNw6xZs/DNN9/g4MGDCAoK0jKnValSRe+2pbfu9BGr6uYVYylZsiT279+PuLg4jQvr9u3bRvXTt29f7Nq1Czt37sS6devg5uaGTp06qeb//fffKFOmDDZv3qxx05w8eXKWxgzQG6C6xuTVq1eZamWlt1o3NzcEBQUZvW2JQoUK6TTtZ/W/kPbJ0PPKzs4OnTp1QqdOnaBUKvHhhx9i2bJlmDhxouoh37NnT0ydOhWbNm2Cj48PYmJi0KtXL1UfUgRdWlpato6FLgoVKqQzsvrx48daWi5nZ2f07NkTPXv2RHJyMrp164aZM2di/PjxcHBwMLpCjDHbNgT1801ds5GSkoKHDx+iRo0aGa4/d+5cjfNSevCVLFkSBw8e1ErzlP7/lsZsa2trsv/JmPtsVo+nsec0ADRo0AAjR45Ex44d0b17d2zZskUlXAQEBEAIgdKlS2sJQZmRlXMIoHutukO/vutb0qqqb+fOnTsAoAo+CAgIQFxcnMmvtZIlS0KpVOL+/fsaWjpD7uHS/dDb2zvL45o3bx62b9+Ozz77LMOADXP+f7mZfO9jpwtJkld/W05OTsbixYstNSQNrK2tERQUhK1bt+L58+eq9nv37mHnzp0ay75+/VprfUlLlJSUBIB8+tQ/6TV46pQsWRLW1tZavhjZOTbt27dHamoqlixZompLS0vDwoULjeqnS5cucHJywuLFi7Fz505069ZN421b1/96+vRpnDx50ugxBwUFwdbWFgsXLtToL31UmS4CAwMREBCAH374QWdizfQpIfQREBCAW7duaSx/+fLlLEc8+/n5oWrVqvjtt980xnX48GFcvXpVY9mIiAiNaSsrK5VmTTqvANKGVatWDRs2bMCGDRvg6+ur8RC3trbGe++9h02bNuHatWtaYzL0WOgiICAAp06d0jBBbtu2TSutQfp9sbOzQ+XKlSGEUJnrpbyBhqbgMXTbhlKnTh14eXlh6dKlGn2uXr3aoDEFBgZqXOOVK1cGQNqplJQULF++XLWsUqnEzz//rLG+t7c3WrRogWXLluHFixda/WflfzLmPpvV42nMOa1OUFAQ1q9fj127dqF///4qrVK3bt1gbW2NqVOnamlThRBa55I6kuBszDkEQONeGx8frzOFEED+hFu2bFFNx8TE4LfffkPNmjVVmrAePXrg5MmT2L17t9b6UVFRSE1NNWhs6ZF8uxcsWKDRbsj9MDg4GG5ubpg1a5aGe4xEZufW2bNnMX78eAQGBmaar9Sc/19upkBq7Bo1aoRChQph4MCBqpJVv//+u8nMIqZgypQp2LNnDxo3boxRo0YhLS0NixYtQtWqVXHp0iXVctOmTcORI0fQoUMHlCxZEmFhYVi8eDGKFSumyodmDO7u7ujevTsWLlwIhUKBgIAAbNu2Tcs3wxg6deqExo0bY9y4cXj06JEq/5KxPjYuLi7o0qWLKv+YuhkWADp27IjNmzeja9eu6NChAx4+fIilS5eicuXKejOX60PKxzd79mx07NgR7du3x8WLF7Fz505VOgx9WFlZ4ddff0W7du1QpUoVDB48GP7+/nj27BkOHjwINzc3/Pfff5mOYciQIZg3bx6Cg4MxdOhQhIWFYenSpahSpYre3G6ZMWvWLHTu3BmNGzfG4MGDERkZqTqv1I/RsGHD8Pr1a7Rq1QrFihXD48ePsXDhQtSsWVOrmkvPnj0xadIkODg4YOjQoVq+L99++y0OHjyI+vXrY/jw4ahcuTJev36NCxcuYN++fTpfTgxh2LBh+Pvvv9G2bVv06NED9+/fxx9//KHlB9SmTRsULVoUjRs3ho+PD27evIlFixahQ4cOcHV1BUCCEUDl6Xr16gVbW1t06tRJb6JoQ7dtKLa2tpgxYwZGjBiBVq1aoWfPnnj48CFWrVqVJQ2gRJcuXVCvXj18/vnnuHfvHipWrIh///1XdczVtRQ///wzmjRpgmrVqmH48OEoU6YMXr58iZMnT+Lp06e4fPmyUds25j6bneNp6Dmt69hI7gVubm5YtmwZAgICMGPGDIwfPx6PHj1Cly5d4OrqiocPH2LLli344IMP8MUXX+jsz9HREZUrV8aGDRtQvnx5eHp6omrVqqhatarO5du0aYMSJUpg6NCh+PLLL2FtbY2VK1fCy8sLISEhWsuXL18eQ4cOxdmzZ+Hj44OVK1fi5cuXGnncvvzyS/z777/o2LEjBg0ahMDAQMTHx+Pq1av4+++/8ejRo0zvX7qoWbMmevfujcWLFyM6OhqNGjXC/v37Myz1KOHm5oYlS5agf//+qF27Nnr16qXax+3bt6Nx48ZYtGiRznUTEhJUQVodO3bExo0bdS7n4+ODd955x6z/X67GXOG3OY2+dCf60hwcP35cNGjQQDg6Ogo/Pz/x1Vdfid27d2ulVNCXWmLOnDlafSJdqLS+dCejR4/WWldXuP/+/ftFrVq1hJ2dnQgICBC//vqr+Pzzz4WDg4PGMp07dxZ+fn7Czs5O+Pn5id69e2uFuxvDq1evxHvvvSecnJxEoUKFxIgRI8S1a9d0pjtxdnbWWl/XfkdERIj+/fsLNzc34e7uLvr37y8uXrxocLoTie3btwsAwtfXVyP1iRCUmmHWrFmiZMmSwt7eXtSqVUts27ZN6z8UIvN0J0JQWoipU6cKX19f4ejoKFq0aCGuXbum9V/pSxFz8eJF0a1bN1G4cGFhb28vSpYsKXr06CH279+vdaz0pav5448/RJkyZYSdnZ2oWbOm2L17d7bOSSGEWL9+vahYsaKwt7cXVatWFf/++6947733RMWKFVXL/P3336JNmzbC29tb2NnZiRIlSogRI0aIFy9eaG3j7t27AoAAII4dO6ZzP16+fClGjx4tihcvLmxtbUXRokVF69atxS+//KJ1HP/66y+t9fUd47lz5wp/f39hb28vGjduLM6dO6eVImPZsmWiWbNmqv8hICBAfPnllyI6Olqjr+nTpwt/f39hZWVlUOoTQ7atb590pe0QQojFixeL0qVLC3t7e1GnTh1x5MgRvWlvDOXVq1eiT58+wtXVVbi7u4tBgwaJ48ePCwBi/fr1Gsvev39fDBgwQBQtWlTY2toKf39/0bFjR/H333+rlpGulbNnz2qsq+s/MvQ+K4Rhx1PfcTPknNZ3nSxevFgAEF988YWqbdOmTaJJkybC2dlZODs7i4oVK4rRo0eL27dvq5bRdV85ceKECAwMFHZ2dgalzjh//ryoX7++6hqbN2+e3nQnHTp0ELt37xbVq1cX9vb2omLFijqvldjYWDF+/HhRtmxZYWdnJ4oUKSIaNWokfvjhB5GcnJzhsciIxMRE8fHHH4vChQsLZ2dn0alTJ/HkyROD7qVC0PkRHBws3N3dhYODgwgICBCDBg0S586d07tNaZyZfdJfH+b6/3IrCiFykZqKyZQuXbrg+vXrqkgjhjEFNWvWhJeXV4bpTZj8w9atW9G1a1ccO3bMrNHB5oTPaaagUiB97PIKiYmJGtN3797Fjh078nyBYsZypKSkaPnZHDp0CJcvX+bzKp+S/j4i+be6ublpVHLJq/A5zTCasMYuF+Pr64tBgwahTJkyePz4MZYsWYKkpCRcvHhRb54ehsmIR48eISgoCP369YOfnx9u3bqFpUuXwt3dHdeuXVOVtGPyD8OGDUNiYiIaNmyIpKQkbN68GSdOnMCsWbMwfvx4Sw8v2/A5zTCaFMjgibxC27Zt8eeffyI0NBT29vZo2LAhZs2axUIdk2UKFSqEwMBA/Prrr3j16hWcnZ3RoUMHfPvtt/wAzKe0atUKc+fOxbZt2/DmzRuULVsWCxcuxJgxYyw9NJPA5zTDaMIaO4ZhGIZhmHwC+9gxDMMwDMPkE1iwYxiGYRiGySewj50OUlNTcfHiRfj4+OgsNMwwDMMwjOVQKpV4+fIlatWqZVC92YIEHw0dXLx4EfXq1bP0MBiGYRiGyYAzZ86gbt26lh5GroIFOx34+PgAoBMmo7qqDMMwDMOYnxcvXqBevXqq5zUjw4KdDiTzq6+vL4oVK2bh0TAMwzAMowt2l9KGjwjDMAzDMEw+gQU7hmEYhmGYfAILdgzDMAzDMPkEFuwYhmEYhmHyCSzYMQzDMAzD5BNYsGMYhmEYhsknsGDHMAzDMAyTT2DBjmEYhmGYfM2Rx0fQ6c9O8JvrB8VUBbbe2prpOoceHULtZbVhP8MeZReUxepLq7WW+fnMzyg1vxQcZjig/q/1cebZGdMP3khYsGMYhmEYJl8TnxyPGj418HP7nw1a/mHkQ3RY1wEtS7XEpRGX8GmDTzHs32HYfW+3apkN1zZg7J6xmNx8Mi6MuIAaPjUQ/EcwwuLDcmo3DIIrTzAMwzAMk69pV64d2pVrZ/DyS88tRWmP0pgbPBcAUMmrEo6FHMOPp35EcNlgAMC8U/MwvPZwDK41mNbpuBTb727HyosrMa7JONPvhIGwxo5hGIZhmDxJbGwsYmJiVJ+kpCST9Hvy6UkElQnSaAsOCMbJpycBAMlpyTj//LzGMlYKKwSVCVItYylYsGMYhmEYJk9SuXJluLu7qz6zZ882Sb+hcaHwcfbRaPNx8UFMUgwSUxIRnhCONJGmvYyzD0LjQk0yhqzCpliGYRiGYfIkN27cgL+/v2ra3t7egqPJHbBgZ06uXgUiI4FKlQAvL0uPhsmMW7eAYsUAFxdLj4TJa4SFAdbWQOHClh4Jw+RrXF1d4ebmZvJ+i7oUxcv4lxptL+News3eDY62jrC2soa1wlp7mfiXKOpS1OTjMQY2xZqTjz4CmjcHDh609EgYXaSlkeB96hTQpg0J4KVLA3PnAomJlh5dziMEkJpq+PIpKVnfllJJ28suqan0n0VGZm88puT0acDPD6heHYiJsfRomNyEEHTuM7mehsUaYv/D/Rptex/sRcNiDQEAdtZ2CPQLxP4H8jJKocT+B/tVy1gKFuzMibU1ffOFnTu5exfw9AQaNgT27qW28HDgiy+AunWB+HjLji+nUCqBjRuBypUBX1/gTCZ5mI4eBZo1A4YOzdr24uOBwEASfhYsALLi7JyQAHz/PVC0KP1nnp5AiRKZj91QvvkGcHMDLl0yft06degl4flzYMkSzXkRESYZHpNHGT4c8PAArlyx9EgKHHHJcbgUegmXQi8BoHQml0IvISQ6BAAwft94DNgyQLX8yDoj8SDyAb7a+xVuhd/C4rOLsfH6RnzW4DPVMmMbjMXyC8ux5tIa3Hx1E6O2jUJ8SjwG1xxs1n3TQjBaPHnyRAAQT548MW3HQUFCAEL88Ydp+2V0M3q0EK9e0e83b4To1UuIXbvk+bGxQty/L0/fvEn/j62tEIMGCXH3rhArVgjh4SFEjRpCPHhg1uHr5M4dIRo1EsLXlz6dOgmRlGT4+gkJmtPffy+Epyftt/Tx8BDi0iXtdZOThejdW17u1Kms7cPYsZrbK1VKiIcPDV//xQshihfX7EP6FCokxNOn2uucPy9E585CtGghxPPnGfcfHS33FxRk2JiUSs3phQtpfW9v+ZifOkXjW7Ik476uXxeiUiX5Pz50yLAxMLmb5GQhfHzovOjUKev9pKYK8fHHQjRvLkRcnMmGl9cw9jl98OFBgSnQ+gzcMlAIIcTALQNF81XNtdapubSmsJtuJ8r8VEasurhKq9+FpxeKEj+WEHbT7US95fXEqSdZvC+aEBbsdJBjgl2bNnRR//abaftltLlzh471kCH00P32W5p2dBRi9Wq6IbZqJUTRokJcu0brKJVCpKTQjTN9X8nJOTve58+FeP0642UePdIWaPz9SSA1hNBQ2t9p0+T9mTiR+nF1FWLKFCEaNqTp0qXl4xAVJcSffwrRowfNs7ERYsQIIaTrQ6kU4rPPhPj1V93bvXePhOrffhMiLY0eagCt4+dHv9u00RaO9LFihbz/q1eT0B4VRWOfOFHuZ/16EswaNdI8ZlWqyAK/ECTIffKJ/MJ14IC8rKMjzZe4fFmIDh20X85mzRJiwAAhwsNpOjmZBFZAiC++oLbJk2laoRCiZUsam/QZNkwWALt0kbdftSodMwl9D/KwMPn/YCzLw4dC9OkjxLlz2vOuX5f/2+vXM+7nxAkhevbUfIFKSxNi6FC5j//+M+nQ8xI59pzOB7Bgp4McO2HatZMfRozxGPrgF0KI777T1LgkJdEDWbohurjI38Zonl6+1BQKhCDN36JFQmzdang/6ty5QxqamjVJ27R9O93U1bl+XYgyZWjMFSsKcfq0EGvWaAodmdGzJ61fqxYJsEKQ9uvSJbmfyEghatcWwt5eiJAQIeLjhahTRz5utrZC7Nih2e/GjbLAsmSJpiAiBAk2gBAVKtC0UinEsWPyvtvb0/zffzd8X2JjtTVzb95oTkvCvDS23r1lQfLDD2mZ+HghmjalNisrIc6elY+DtO7y5XKfkyZRW5cuctutW/I+qAt8ixfLfXz/Pe33xx/r1jSWL0/H4to1ebw7dwrx+LHcX3y8EMWKkTY5MpIEwYQEup84OgrRt6/hx0/i6VMhunUjwTCnefBAiLlzjdMwZ5WTJ4X48UfzbCs9O3bQdQLIgrj6OLp1o3ndumne09SF9pMn6d5kY6NpVXjvPc3zZvbsnN2XXAwLdvphwU4HOXbCSILFihWm7begMGqUEK1bk2nq9u2MTVr169OxVl/mzRt62BcqJGtjDh82bgzDh5N2a/x4euDPnEnmNkCId97R1vbp4sIFWnf5ctLUWFvT+sWKCTFwoHzTl0hNFaJkSWovU0a3qTEz/vuP1re2JrNkRsTGksk6MZEePJ9/Lq+7ebP28kqlECNHyg+b6tWF2LdPni9pqiXNVXpmzRKiXj0hrlwxfr8y4vp1IdaupY+k1bx5kwSg+HiaHjJE80FZo4aszfz+e2pr2FDus2pVWet+6pQQf/8tC9zptY6JiWRKBYSYN4/alEohDh6Ux7V2Lb2ESOPp25eWf+897f3ZtEkeZ4MGpAH08ZGFRSsr0o5mhFIpxDffyG4FI0bQugMHGn5cs0qJErStSZNydjsJCfI12a0bvcS8eUOCsqRRzUliY+V9/fxzIebPp5cjadvnzsn/Y4cO9CJ0+TKdK9Om0Uuih4d8T1AXCqtUoXZJC92nT87vTy6FBTv9sGCngxw7Yd59V1sDwBhGaqoQXl50/Natoxu3QkHmyfQ8eSJrPXT5U0VGkg+ULlNJRiQnC1G3rm6Ni0JBps7M2LBB9/odO9Kb+fnzNO3kJD/shRDil1/oIRUSot3no0f00MrIT00atz7hKiOUShJAJC2bLtLSSHvg7k7bcXCQj4ekJTt5Uve6uszf5uLxY9KUbt0q+xp++y3Ne/GChFkHB/otmfdtbGSNsPQpU0aIZ8+0+794kV7k0msxdXHvHglngH7h+9gx+cVE+qxYIUTbtvT7gw8y3sbq1bRc4cKkIdq6VT7fjNH+GsurV/J4y5XLue0IIcSCBfK2unQhwejGDTq2hvpMZpft2+X7gjSWxYvl+cHBsjD++LH88qT+adxY2/Q+fz69NG3fTlrezz83z/7kQliw0w8LdjrIsRNG8p1ZutS0/RYEjhyhY+fhQQJWtWo0vWGD9rKS43qjRqYfR1oamR7ff58E9a5dhVi2TNsHL71ZUCI2lvzcgoJo/X79hDh+XJ6vVMrauY0bNdv10bUrLb9gge75SiVpGQF6wOUkERH04AZIuxcRIT+oYmKy3/+jR2Q6/eyz7PclIQlda9bIY5VeGLZtk30fJWHunXfIJO/gIGtVjAn+0Me1axTc0apVxsudOSP/n8WLk+By9KhsKtenlXr5Ult4VSrJtJ/TL5wrV8rH1sGBtJk5QVKS7Ic6dKjschAaKm//7l3TbEuXsP7HH7Krhnqg0Zdfal7Dd++StlgKUpJejN59lz4ff0x+o4xeWLDTDwt2OsixE0byj1B/c2MM49NP6dgNGEDTH3xA0+PGaS/bsiXN++EH845RCBJePvqI/Nj0BVzExmbch7SvkskvM99CyYftk090z3/9Wu7PHFF0w4bJ/83hw/S7VKmM10lMpKCFzPzs/vlHNpmaGqVSiDFj6IGs679Lb95ftIgEsdu3TbP9gwfJ7Hv1aubLHjtGLy7qfp2SmXj9et3rSIKGurlZCN0mZ1MjBcwApGm6dStntiMF1vj6aguPklbz66+zv53oaApcqlKFzPFKpewf6eRE94GwMBLSpk0zzj+YMQgW7PRjccFu0elFouSPJYX9dHtRb3k9cfrp6QyX//Hkj6L8wvLCYYaDKDavmPh056ciMUW+gCcfnKwVzlxhYQWjxpRjJ0z37nThL1xo2n7zO0ql7LOyZQu1LVlC08HBmsvGxcmaFHWnY3MRFkZmLkB2bF64UIgJEwzXUkjaSV1+W7qQjkXHjrrnX7pE84sUMXw/ssPhwzSmW7dI+MlobBJPn8p+fBk5vM+cSctlJVAgO6gLx5mlS7EUkjlvyBCaVk9ts369bPqTAkQkJJNzTmp0jxyhFx517bSpSUuTtcW6XuqkIB8/P8NM/ykp9ALZpAm9UKS/DqXrDiA3EclErh5Yk9MolTmn/UzP+PFkaYiIMM/2MoEFO/1YVLBbf3W9sJtuJ1ZeWCmuh10Xw/8dLjy+9RAv417qXH7tlbXCfrq9WHtlrXgY+VDsvrdb+P7gKz7bJZtlJh+cLKr8XEW8iH2h+ryKf6WzP33k2AnTqxdd+D/9ZNp+8ztnz2r7nZ06RW3e3to33EePyGxmKX77jcZmb0+Cp5MTTRsa9ZmaSuYxT0/DTHx79lD/lSrpnv/iBZlpJQd+c7J4MaVOyUxLom4ultLP6EK6hiRTorm4coV869q3N+92jWH3btk0HB1NUZXBwbLfJkA5BHUh+f9+/HHWtn36NGnlgoNJiM9K7r3sarVevKBrwNlZt1b8zRv5pSt9ZLcQstlWCLoGpUAW6VOtGu2fJEhFRVF6HSnCXvrs35+9/TCU2bOFcHOjYBhz8M47tH/Llplne5nAgp1+LCrY1VteT4zePlo1naZME35z/cTso7pDuEdvHy1ardH0Pxm7a6xovKKxanrywcmixpIa2RpXjp0wffrQhWGJB2xepn17Om7du8tt8fGyo7kup3VLolTKztHSp1kzwxzoJeLiMs9rJ3H/vixIGrMNc2LIQ7tePdqPv/7Sv4xkbty+3XRjM5TQUP2+k7mBhAQyRT55QnkHAUoxM2+eHOChzxT/339C2NkJ8e+/Wdu25P4gfQIDM14+KYl8/n74gYTNTz4hE60p7rkZBYF88gmN7/335baHD0kTNX683LZuHS1nYyPE4MHyy5kud4aoKBKez583ja+lofz0E42nc2fDlj9+nMzG6il0MkKp1LwHSS4iI0caPdScgAU7/VispFhyWjLOPz+PoDJBqjYrhRWCygTh5NOTOtdpVLwRzj8/jzPPqGzQg8gH2HFvB9qXa6+x3N3Xd+E31w9lfiqDvpv7qkqG6CMpKQkxMTGqT2xsbDb3Tg8FuaTY1avArVtZW3fcOKBGDWDGDLnNyQmoWJF+X7xI39HR2RujqVAogA0bgHXrgDVrgLVrga1bASsjLjdnZ6BQIcOWLVECsLGh0lzPn2dpyCbn7l3gl1+AY8doWqHIfJ1Klej75k3d85OT5XOoatXsj9FYfHwAe3vzb9dQHB2BIUOAYsWAzZuprVs34NNPqX7t2bN0XumiQwcqn9apk/HbDQ8HDh+m3/Pn03l+/jwQEgLExQEjRwInTpBYBACff07H0ceHyvXNmwf89BNw5w6tDwBv3gDXrxs/FoBKweljyBD63rlTvl8MGgTs20fl3xISqC0igvZj7Vpg5UrgwQP6vWYNYGen2ae7O1C7Nn1KlcramLOCdA1cvWrY8r/8Arz/PvDbb1RX+cwZ+T9JjxDA//5H5fEePaK2+vXpW7rfGkJ8vP5tMDmGjaU2HJ4QjjSRBh9nH412H2cf3ArXLQD0qdYH4QnhaLKyCQQEUpWpGBk4El83/Vq1TH3/+ljdeTUqFKmAF7EvMPXwVDRd1RTXRl2Dq72rzn5nz56NqVOnmm7n9CE92NPScn5buYnoaKq/qlRSjcSyZY1bv2lTupmkFw5mzaKbbMOG9CCoVIlquv7yCz00LIm7O9C7t3m2ZWMDlCwJ3L9Pn2LFNOefPEnHrnLljB96puSXX4AffgBGjACaNDFsHUlQ1yfY3bkDpKbSPhQvbppx5kcSE4EdO+h3t27039erl/E6CoUsWAN0PSUnG3a+7NxJ13bNmsAnnwBHjtD5n5IC/PUXsGwZcOAAcPs2La8uGFWqBHTsSNsvXRoYOJBeCjp2JCHr+nXDxiAEnRu2thkvV706sGgR0KULjfH4cRJKbW3pOnFyouW8vIBdu4B33qFpHx+gT5/Mx2FOqlWj7wcPSIDSJ7RL3LlD3wEBVBM6IoJelCpU0F5240Zgzhz6feQICay1atH0lSv0DJMUFfr47z9g1Chg7lygZ0+Dd4sxAZZSFT6LeSYwBeJEiGaG/S/3fCnqLa+nc52DDw8Knzk+Yvn55eJK6BWx+cZmUXxecTHt0DS924lMjBRus93Er+f1lDsSQrx580ZER0erPjdu3MgZFa+UDLWgZQs/flw2Y7RubbgvjTFZ43/4QTP9Q0FjzRr6vHihPU+K5ty0yXzj+esv+T8fNMiwdaScajVr6p5/4AA5vudEGpv8QlKSbBb18cma39r69ZSS56uv9C+jVMp9p6WRj50u37ImTbTveeHhlGx8zRrdQQwJCUIEBOiPetfF/ftkLm3b1rh9ltw8hg0zfJ3chFR79nTGQYdCCAqeAii3YvPm9PuXX7SXi4iQEzyr+++lpZH/IpBxObSHD6m8oFT6zNs7RwIu2BSrH4uZYos4FYG1whov419qtL+Mf4miLkV1rjPx4ET0r94fw2oPQzWfauhaqStmtZ6F2cdmQyl0mzc9HDxQvnB53Ht9T+9Y7O3t4ebmpvq4uurW7GWbgqqxUzfB7t9P5ozMePqUtDITJtCbeEY8egRMmkS/J0/WNpUUBAYMoE9RHddOyFtXhBIlzDceyWwDAK9fG7aOpDG6fVu3u0LLlsCzZ3QOMbqxtQUOHqTfNWsaZgJPj7MzEBoKLF5Mmr8vv5RNlGFhZC7196f/WDJZ1qsHtGql2c+dO2SKt7Kic1OicGHqe8AA3VofR0fg++/p98qVpPnLjKNHaYzR0Ybv86VLtH9WVmR2zIsYao6NjCSTOUAWk6ZN6ffRo9rLfvEF/c+VKgETJ8rtVlbkEgNkbI7dsgUYNgy4d4+sBFFRpBllzIbFBDs7azsE+gVi/wP5Jq0USux/sB8NizXUuU5CSgKsFJpDtlbQjUHosePHJcfh/uv78HX1NdHIs0FB9bGTTGteXvQ9f37mx2DuXLq5HD1KpkZdCAFs2kQmnIQEoFkzYPBgkw07X5CUBLx4Qb9LljTfdtXNwYb62JQpQ2a73bszXsfBIXtjy88oFMDMmYC3N/muZYUOHchkGRcHdO5MJvVJk4DHj8kk+dlndE6dPQsEB+v2bRUC+PBD+t2uHeDnZ9wYOnWifQgLk83KGXHkCH1LAktmREbKpsX33zfePSS3UKUKfd+4kfFyd+/St58f4OKiX7A7cgRYtYp+L1+u7VNaqxa9OL/UVMhosGcPfXfqBPzxB3D5ctZ8N5msY0l14fqr64X9dHux+uJqcSPshvjg3w+Ex7ceIjSWShH139xfjNsrq+InH5wsXGe5ij+v/ikevH4g9tzbIwJ+ChA9/uqhWubz3Z+LQw8PiYeRD8XxkOMi6LcgUeT7IiIszvAi1zmm4h01ilTTkyebtt/cTlQUlZO6do1MMplVIAgLozquAKVwyAj1SLycSnqaF4iJofqu6tUqhKAM9wAdT3MnSR09WnfetKwQH18wTeyWQsp7J+VoCw+nyhQAJeb97jvZtKfLNDdnjjwvqy4AUuLtd9/NfFkpf91//xnWd1oa1dt1dMw4vU5uZ/16qjf7q35XIyEEpVoCKKG2EHS/kHIXqpcplGoH63OfiIzUn3hdCEoFI927DUm0nQ3YFKsfiycoXnh6oSjxYwlhN91O1FteT5x6cko1r/mq5mLgloGq6ZS0FDHl4BQR8FOAcJjhIIrPKy4+3PahiEyMVC3T86+ewvcHX2E33U74z/UXPf/qKe5FZFIYOx05dsKMHk0n/MSJpu03v/H113Sc6tTJXBgZMEDbF6QgcuUKHYdChTTb9++n9ooVzT+mpCQS0k3B3LlUh7ag+adaCimXIkCpPyRCQuSULxcvysXq09e2vXOHUoX4+mZdIL9xQ05arct3VOLFC1pOoTA8RZAQ9LLwUnfO1HzHxIl0jNRrCdepQ21r18pt7dppJoI3ln37aH1f3xx/kWTBTj8Wi4qVGFNvDMbUG6Nz3qFBhzSmbaxsMLnFZExuMVlvf+vfX2/K4ZmWvGyKlSKoGjfO2e0IAfz6K/3++uvM/WXmzydfnfT+PQWNMmXoOzKSPlKqlMeP6duc/nUSdnay+d1QHj8G9u6liMXu3eX2LVvI5JdZ5B9jGqytKQXIgwea5k31aOSaNclP7ckTSvWhTrlylGKlUKGs+7xWqkQR7ydPAtu3A0OH6l5OSrVSrZrhKYIAioCVomDzO0OGkH+cuotE06bAuXNkjpUifnfsIDO7u3vWtiOZYdu0yZp/J2MSLOZjVyDJy8ETH35IaSuWLTNuvXv3gI8/ptxJAPnlfP458PPPupe/fZv8auztgfbtdS+jTqFCQOvWfBNxdpYDJ+7fl9ulwAlz+tdlhxMngOHDZed5gBz5JefrLl0sMqwCib9/5j5rJUvqT2dTuzb5v2aHH34ALlzQL9QBsjARFKR/mfzOq1fkEymRmKjpp1qqFPDee5pBTe+/T/6Yw4Zp9uXrm7HAO20aCfXbtmm2p6XRCxggp4lhLAILdubEUho7YxJE6lt240b6HjnSOMH03Dlg4UJZILx9m5y6N23SvbzkzNugQe5OBpsbCQig73tqEeCdOlHy1x49LDMmY2nenL7PnZOTLf/zD52Xdety/rqCRqNGcpCDPho3Jg2RIS+C+ZEOHSjQRF3Q+uADOiYPHuhfr1EjsooEBhq3vUePKCBizRrNZ9mNG6Tt8/DgYAkLw4KdObGExm7pUsDTk8wZGfH0KSWTdXWlFCPpBbzoaPktTnorMwQpIlZKPis9mJ880b18gwYUgTdokOHbYAhJsFPX2NWuTRrTvKLN8POjcwAggQ4A/v6bvrt1s8yYmNzNkCEUSd26taVHYhmkiGPpXrt7N0Wj7t9PKU4OHSLNXHoNW3qCgoC2bTOv+CGlqfn7b+Cjj+RnRbVq5EqxebP5EqEzOmHBzpxYQmM3ahTlEfryS/3LrF1L4f6//EIZzGfOBNJX4nBzo/xGAFV8MFQLKN1spBxlkmD39KnuPqpVo22zYGc8UgZ5fZUb8gqSALd5M2kG9u2jl6K8onVkTMvmzUD//sa9UBYk1EvxvXlDVhWAqoDMnEn5HydMoOn0CEF+de+8QwLg7t2ZC2UtWpC2TqGgfIT9+8sv6p6etD3GorBgZ07MrbFTFyAzMlOsXEn5zho0kAXAXbuoTZ2PPyZfrosXab4hSMmJpZuPvz99v3lDARmM6ZCSlV67Rt9KJZnQT5/OW36dXbvS98GDwPjx9LtHDzlAhClYnDxJGqh9+7Tn7d2be+ojWwp1wW7LFjKV+vkB06fLee4AoHx53etPnEjHNi2NfPEMcXfo21d2r1m7liwDoaHZ2QvGhLBgZ07MrbGTfK0cHICvvtK/nPS29e235LT+++90w5R83H7+mfxYNm2SEwBv3aq/P6kAeFqaXJ9QuvlIxb/Vtytx4QKZ31jgyxoNGlBE8YoVNP34MdVobNo0b0Vily1Lmtu0NNIOfPWVLOAxBQ8p4jZ9tYOkJAqm8ffP+1rq7CC5udy5Q1YXgHzsXFw0E7brCohQKMjPTsLQBM8ABTmdOEF+seHhVOc3L91n8jEs2JkTc2vspBth9er6qzcAVLGhaVM5gq1fP/K1k7hwgS7g0FByih05MmN1++DBFC23cKGs9VOPypRC7tMLdsuX04165kyDdo9Jh7c3RQ9KztBnztB3jRqZF0fPbXTrRtdLbCzw3Xd0DjMFEyl44vJlzXvniRNUccbHR3ch+4JCyZJUhi05mcypCoXsylKunFypRV+qqq5dZeHQWDNqw4akWT95koLirFikyA1YPI9dgcLcGjtJsKtUibQ3+lJeSHnj0pOURDdOSetWrhxFWrVpo3+bcXGy823t2uSvUayYZk3I4sVJq5desJMiYo15a2T0Iwl26ikO8gpjxtCnSBFLj4SxNOXKkbYpIYFKY0lCiFRzOiioYAsUVlYk2F66RNOtW2ve62/fBv76i64nfev/8w/lCuzf3/jtKxRywBOTK2DBzpyYW2Mn1fNbs4Z8VJKSdBfd1sWcOcA33wCjR8uCnT4fDXXOnyfBtVgxEih79NCOZlywAFiyhDRMAIXIz5ghC4T68mIxmXPnDkXDFS9OvnUAFWjPa7BAx0hYW5PW+eRJelmtWBE4cEB24B892tIjtDw9e9J17uFBka3qlChBuUMzonx5w+7vTJ6ABTtzYm6N3apVpB739CRh8tUrOYmthCTspTfV+voCKSnkaxcWRm3lylEUVUwMOSyXL68tKErCRP36VHVg+XLtcak75964QctKyTVHjjS+WgEjs2MHFWnv2JFM6EDe1NgxjDq1asmCXZcu5EMGUNR/w4YWHVquYNw4S4+AyUUUYP21BbBEHrtChUhIA3RHj61YQQENQ4ZotktaHkmL5uNDZlUhgMKFgcqVZY2gOpL5z1At0S+/kFBXrRr5aixZYth6jG6qVaPvbdso+7y7OwnkDJOXqVWL7p8REZQO6f59CpqYPdvSI2OYXAcLdubEUpUnpASWugS7J09oPOlrcJYrR2p9CUlNb2Ula/109aeusdPHixfA2LFUpiw2lrSFM2ZQBCSTPSTBTqJevYLtf8TkD3r3pnvFihVAcDC1LVnCiXAZRgdsijUn5tTY/fgjOcQOH06C3fnzJFClRwpgSJ+7SKEgoUCqw6gedebnBzx7pi3YPX9OiYetrDIuU5OSQuOztaV8dnPnFpxi3DmNtzeZsl+9ojxW+iLhGCYvof7i2bIlmWRr1rTYcBgmN8Ov8uZEEuzMobE7ehQ4fJjMpZlp7ADdSSklrdugQXJ+JEDuL72g6OoKrF9PlSlcXPSPzc+PjkVKCvnveXgAdnaG7BVjCJLWzt+fs8Az+RMW6hhGLyzYmRNzmGJDQiiXmVRns1atjH3snj6lb12CneQnd/o0afAk9AmKrq4UnfW//2U8Rhsb2Zyrr2Ysk3WkChRXr1p2HAzDMIzZYVOsOclpU2xkJAljUlBD376UFTwpiYIj0ueHUyozFuzq1wfef59yFAkhC3cZaQANRYqCrVePjgf7gZkOSZCX8loxDMMwBQYW7MxJTmvs9u4loa54caoRKiWNbNtWO7cRQH5YyckksEnCmjpeXpTYErJMN2MG8I0uDWBKCuW+a9KEPpkJarGx8m8W6kzL8OHAzp2kPWUYhmEKFCzYmZOc1tjt3k3f3bsblgk8NRXo04cyuhtYcuryZQBta1L+KKmGI0DOzN98Q+lVwsMz7+i33ygXVUY1Z5msUbgw+VcyDMMwBQ4W7MxJTmvs+vWjoIWuXbXnJSSQhq10aXkc/v7A2rWqRZ4+BSZMAD76SDOoNTVV/m1tDZqZPur1yBH6NkRbJ421b19N3z2GYRiGYbIF28DMSU5r7Fq2BH76Sbskl1JJ+Z7KldOdVPgtH3xAVXrSJ3KPipJ/65XDpDqvzZoZPl4W6hiGyQe8eQNMnJg9t2OGMRUs2JkTSyUo1pdUODqafOPecvIkfas1AQBev5Z/SzEPiIqicmCJibQ/x45Re/oADYZhmHzOmjXkf9y8OcWZMYwlYcHOnOSkxm7VKirJlZyse76uSNYRIwAHB2Dp0gy7joyUf0dHv/1RvTpQpQql1Lh5k6Q/JydNvzuGYZh8Tmoq8N139Pujj8jrhYW73MvPZ35Gqfml4DDDAfV/rY8zz87oXTYlLQXTDk9DwIIAOMxwQI2lNbDr3i6NZaYcmgLFVIXGp+Kiijm9GxnCgp05ySmNXVISMGYM0KoVCVm60BXJKpUTK1wYANCunTxLXT5U19ipBDt1QVHyr2vY0OAgDGMxt5KTYRjGEP78E3j4kJIIrF1L+dbv3rX0qBhdbLi2AWP3jMXk5pNxYcQF1PCpgeA/ghEWH6Zz+QkHJmDZ+WVY2G4hboy+gZGBI9F1Q1dcfHFRY7kqXlXw4vMXqs+xIcfMsTt6YcHOnOSUxu7kSXpN9PHRrhUqkb5ahBDA48f0+20Ou7VrKVPG1Kma5lh1jZ1Wf8+fA6dO0e8cMsOePUs3y7lzc6R7hmGYLKFUArNn0+/PPiMDSGqq7HLM5C7mnZqH4bWHY3CtwajsVRlLOy6Fk60TVl5cqXP536/8jq+bfI325dqjTKEyGFV3FNqXa4+5JzUfRjZWNijqUlT1KeJUxBy7oxcW7MxJTmns7t+n78BA/RGpkiAmJSTev5/qvTo4ABVJbaxQUOWwSZM0SzNK9bfDw9Vy3qoLdr/+Cpw5Q6XHcoAZM2j7X3yRI90zZsIcJZIZxpxs3UpGEnd34MMP5XdbyYjB5B6S05Jx/vl5BJUJUrVZKawQVCYIJ5+e1LlOUloSHGwcNNocbRxxLERTI3f39V34zfVDmZ/KoO/mvgiJDjH9DhgBC3bmJKc0dlKyX3d3/ctUrkzff/1FttWZM2l6+HDAwwOpqfr9QhQKyqLy1mJLqGsAbW2BunWBkiWztRv6cHWVf0dE5MgmmBwkIgJo0YIUyvpcQBkmryGEfBv96CO6/UqCHWvszEdsbCxiYmJUn6SkJJ3LhSeEI02kwcfZR6Pdx9kHoXGhOtcJDgjGvFPzcDfiLpRCib3392Lzzc14ESfXSa/vXx+rO6/Grn67sKTDEjyMfIimq5oiNilWZ5/mgAU7c5JTGjtJsFOXgNLTpQslLl63Drh1Czh0iASyL78EQG+ejo5A587A7dvAgweZbFPy2du2LZuDzxx1OfiYZV0XmCwwfDjlS46IAC5csPRoGMY0JCWRIOflBXzyCbU1akTv7w8fysYRJmepXLky3N3dVZ/Zkm3cBPzU9ieU8yyHij9XhN10O4zZOQaDaw6GlUIWndqVa4fuVbqjuk91BJcNxo6+OxD1Jgobr2802TiMhRMUm5Oc1ti5uuLsWXpzLF8+3TLW1lRmDAD696fvAQNU/nUhIXSj+vdf+gwZAqxYQYstWECFJbZvp/ry69YBRUuVoplhYbT9jITKbNKoEbB+Pf02pKgFo5+4OPp/AwOBChWo7dkzuWiJLurXpwBogNIg3rljnDulerzO0aOGFUUxlgcPSHjUpXWuUAFo3Nj022TyP48e0QtJ+nzsAHmxzJ8PfPst/QboNlirFnD+PPDjj7JfcHQ0sGkT/fbxAdq3z14az6dPgdBQoE6drPeRX7hx4wb8/f1V0/b29jqXK+JUBNYKa7yM18zl+jL+JYq6FNW5jpezF7b22oo3qW8QkRABP1c/jNs3DmUKldE7Hg8HD5QvXB73Xt/Lwt6YBhbszIkk2OWQxu6loijq1ZM3offG8csv9HRt00bVJMVR+PqSdVWaBoB9+4D//qPfBw+ScFW0eXO6ozVokKNCHUBmjkGDyO+Py8pmj8mTgXnzKMONJNjduAEMHap/nR9/lAW7e/coV9e5c4ZntlEXxo8cUSmJTUZSEpl6nzzRPX/4cE3BTgjOjc0YRocOdH08fUqFenThoOmChWbNSLBTT+weFqZ5ja1fn71Szg0b0piuXqWX7YKMq6sr3NzcMl3OztoOgX6B2P9gP7pU7AIAUAol9j/YjzH1xmS4roONA/zd/JGSloJNNzehR5UeepeNS47D/df30b96f6P2w5SwYGdOcsoU++GHQFAQQlJqqpqeP9d/I4KjIzB6tEaTJMg1bUqKPXXBLn1UbFQUSML63/+yO3KDyWHZscCwZw9937kjtxUpQg8wfZQuLf/et48Eo1mzgL//Nmybr17Jv48fp9PflAJ6WBiNMT5eu2oKIAeKP34MTJlCObUlDTCTMY8eUZnBceMKngCRmkpCHSDfuiWmTqX3Yl3n2yef0MuxehEeJye6xl68IHeEGTPIMyar10Hp0iTYHT9e8P6X7DC2wVgM3DoQdfzqoJ5/Pcw/NR/xKfEYXHMwAGDAlgHwd/XH7CAy555+ehrPYp+hZtGaeBbzDFMOT4FSKPFV469UfX6x5wt0Kt8JJT1K4nnsc0w+NBnWVtboXbW3RfYRYMHOvOSUKbZaNaBaNQi1PIs3b2Yg2Okg5G0QjyTYhYTID2D1PHaAWi47M5CWRqaQIkXkw5eaCtjwmWs0ERHAtWv0e9w4ub1WLcNdJd9/n4SjzZvpHKtUKePlk5OBmBh5OjISuH5df1aerFC8OJlhw8IAb2/9y8XFAatX0+9Jk+R4IkY/339PaZBevgQ+/pjuBQMHWnpU5kF6IbGyIj86iXPn6BqYPp3uk1IcmUTJkpTbTh1/f7rGIiNp/rVrZAXp3DlrY6tShdwa1F/AmczpWbUnXiW8wqRDkxAaF4qaRWtiV99d8HGhgIqQ6BAN/7k3qW8w4cAEPIh8ABc7F7Qv1x6/d/0dHg4eqmWexjxF7029EZEYAS8nLzQp0QSnhp6Cl7NX+s2bD8Fo8eTJEwFAPHnyxLQd798vBCBE1aqm7VeNzp1pEwsWGLeepyetd/68EFZW9PvFC5rn60vT0jJr15p82Hq5f5+26eoqxJIlQpQoIcTEiebbfn7in3/oWFasmL1+unShfvr3z3zZZ89oWWtrIVq3pt+LFmVv+9mha1fDx17Qef5cCHt7Ol5jx8r3gNhYS4/MPJw/T/vs6ytEaqoQx49Tu3QO9euXtX7HjaP169YVQqnMWh8//UR9dOmStfXzAzn2nM4HsN7DnOSUxm7rVqpC3aoVKlXyxj//6C9AoYu4OFkrV7YsvYE+fUpvg0WLyvNKl6bf6r4jOY2UT1nS2IWEmDaVwOzZ2v0VLgz8/rvptpFbkHJrqZuIssI339Apt24daTXef1+/j57kX1e4MNCxI/kjvY3XAQD88w9QqhRQo0bm2712jXwEExNpWvKV++03Oj8MHfuWLfLYFQqgXj3SwDCazJtH/ouNGpHm7r//qKLC0qUFI6ekdO9xciLN9P37ZH7d9bai1PjxWev3s8+An36iJPB371Kg25s3QLdu+tdp0gT4+mv6/e675MMHGHefZwoOLNiZk5zysRs3jnKUHDqESpXIFmWMij4hgW4qERGAmxtQooQs2FWvTjd3gAS78+fNa4oNfZteyNdXdoA/e9Y0DvAnT8o3S3XSm1byC5IAm90CIXXqAG3b0gNu166MzaoKBT2UPDyATz+lj0RsLDB4MJmtKlUC7Owy3u6CBWQCTk+tWhQVa0g1u8BAKp23c6f8gM4vATkTJtBxmDPHODcMXQhBwi8AfPUV3brGjgVGjSJhvCAIdtK9p0IFOo/v3pXPmfffz7op39ubynRHRsrZC9LS6JzUh5QwPjKSTLpS9Pe9e+TukNm1wxQsWLAzJzmlsYuLAwD8+G8AVuwGpk2jm7yheHvLofgA+dAEB9ONS9LWWVsDxYrRt578j1lGCOD0aRIY1q8nx/5p02ie9NZctCjdBG1syEn+6VNNzU9WmDWLvjt2pBu1hJMTfScnk+bOzk7OEJNXiYuT3/JNUflt7Vp6EKWmyhGzuqhWTb+GdelSelB9/z0lwN64kYqgjBqle3kpL9iwYSQsStSvb1yJ4j/+kMcO0HmdH/jzTxLsRo/OvmD34AEFYNnaysHzNWvS96NH2es7r6B+7/nhB2DHDjpnbG0zDjYyhNmz5cAMgO4xkv+nLqTc78eP0/2yfHkaX2wsCXfqQuaPP1KFoBkzsn+PZPImLNiZkxxOUHzrmSuuX8++NuuDD+TfQpBQEBVF+ZfmzTN9qog9e0gDVKQIme6srSm9SZkymho7W1ugXDkyP9y8mb2bVlISaSqtrGifypXTXmb9ehIifH0pgi19WoO8hLMzHbMzZ0xTIMTTE+jbV7MtMZGOUWbnx/PnpH2THmT9+5M2ZMECOg/0CXZJSdR3166UB8yUYz92jIqyNGlC/3VexNeXBDJJIMkOkjBety4F0QPyefP8OZkRjRGm8yKpqRSN7+sLFCqkfc5kBwcHzXRBtraGBaUcPEjfzZrRC3B0tOq9HgBVihw7ln736MGCXUElnxgh8gg5obGTJC8Ar+MpMWOhQsZ1kZCQcTkxZ2fSANjYGC/UkYtvxstIZXn69ydNYVoaaXEAzbdmQI7CzK5vib093QRv3dIt1AFAr16kzXnxIuO36ZwmMZG0lPHxmqdOcrLcLmmf9KFQ0H6a8uGkzvz59ODfvz/j5YQgU+h331GkZcmSNCbJR049NUp69u8n4e6dd0w2bBWHD5Ng+ddfpu/bHIwfT9ocQH4ZUkf9XDHknLG2Jk1s8+Zym48PaZaUSkpqnd+ZMoUiuqdOtfRIiPXr6SUUIK37oUOkmZNylwKyqRhg/7uCDAt25iQnNHYJCar+IuPoFXrrVnKw1eWPpIvhw+mt/JdfaDolhVz2TpzI3tBCQkggS5/uTghZQDl9mrQDdnbkt/PNN9S+ahU9+NU1doDhgl1aGtCyJeV4kgpz6EKfUAfQmKRkut99l7nwlF2ePSNBp7da+qOvviLTsIsLfS5elOf9+KPcXrSonLLGEjx8SEKZJJBLjB1LLwWLFtG0QkHO4xJffUXaCimdRGaVRWxtc0ZTJAWUHD2q+0XkxQvyMVX3EdRHSgr5g7ZurX2p37pFQuzEidkesoo3b+QHvjTW9MyZI58r0sfLiwICdNG/PwWrzJght1lZyRogfT68t26Ra8fChVnbl9xI+hx2luLhQ/l3s2a6X7LV/5dbt3J+TEzuhAU7c5ITGjtJarGyQmQM9f/kCUWwnTxpWBehoaQJcXGh6WfPyNepeXNy1B0yBPj1V0qs+d57lM/KEJ48odxic+aQHwhAZi4nJyprBZBgB5AWx8+P3kRr1iQNw4EDJJz16CH7cdWuTcUuyuiv6AKAhNpDhyhn2pIlmvNev9bMrZYRw4bRA/DRI+3cVKZm1iwSztavJ6E6JISEN0OIiMhYEJ88mfJuhYWZZqzpGTaMvqX/U+LZMzLdqQs4ffvSf1irFgVPAIZp7HKSunVJkA8Nlc9VdRYvpnPgp5/o3MyIhw/pvzhwQPsFxM6OtGUzZuivlGEsZ89qjkmXxk4XUVEUIZwR6QNLtm2j/vVFVkdHk4Y/K4Ld8+ey1pHRZswYCmZr21bTnUL92lJ/uWONXcGFBTtzkhMaO0mwc3HB69f0CteoETWpO+dmhPQwlbQmJUuSliU1FVi2jLRnBw/Sg2Dz5szNbRKNG5PABmhqct68kW9A0htmQIA8v2VL+j5yhLR4GzbI9UW7dSOB9Ss58bdO1H1L5s2TU2QAVL/R3T3zPgASQiWfldmzTe8eKREWBqxcKU+fPEkCcWoqHQ/JfFarlrzM2LHU1rUrTWek7frhB0rKm5H2MjtIgnZMjGY6HGlM6ulIbG1p/y5ckP23pHMvIYE+6bl1C2jVSqtgislwcJBNWrqCPdSFvQsXMu6rfHnNc1idMmXkc/mHH7I21vSkH6+ksZs4kTRvp0/Tua5uhv32W93jAyigRZ/wWrEimWT1uWSULUsC8N27xgvp339PPo6ff27cejmBEHQf7dAh99SndnUFLl+mwB+FggTs6tXp2pHuS+oau5s3M3eDYfInLNiZk5zQ2Pn4kGPQsmWq0l9SWhBD39jSP3wVCvmNXKpI4OlJKSsA49KdSKbV5cvJRCy9aUo3IEnAU38DlaI2s5OvrkEDejgVL04mXXWhSTouhkYOjhpFguDNm7QPOcGPP5LA6+dHD8V+/UhLCtAxdHKij7pZyNaW2nwoabreB6m6sKSeQd+UODtTrjpAU2uQ/qVBH66usok1IkJ7/sOH9HKRkxqdjM47dc2pIeel5Juma1n1a8IUGlRJOJNeoiSN3Y4dFAH86pV8rkifli1JmNVVwWXSJLrWFywwfiyFC8va9WPHDF8vLEx2BZk3j16+LElMDL187NghR8nnNooUoRee16/pmnvzRlNbGxmZcxp6JnfDgp05yQmNnZsb8P77UPboBTc3esBK9QsfPSKB5t9/9fuHCaFbq5I+JYanJwk3gP4ExeHhmjfzhw8p3YX0kOvalZLJAtoauxIl5PWaNKHgBjc3SnGh63AlJWlq4XRhayuXzvr+e/J9AmTBLrNyWBLu7sBHH5HTfnZSYxw7RkEYq1fLOcIAugFLpqslS0jrsXAh3ajr1ydNVUZk5p8mtdva5mzN3fRCu/q2M0sgrFDI+6FLQE3va5kTSC8zurRYUsoLQBbWwsK0l5WChdSFRElrcuMGBQq5upJ2MDGRfPZWr9Y8l0+dks8TXR91reu5c7IJfuJEMmeeeVtaUNe1JREYKGvg03P0KI1H17G+cYM0xdOna88DSKN6/brcj6HMn695DNR9SQ3h6NGsa9bi4+mlQV27JZ1vbm65V7CzsZF9hG/elNMBOTqSZlihoCjp+Hi5xjNTQLB06YvcSI6VKrl1i+77Hh6m7TcdSqUQhQvTpnx8qJTT6dO6l42Kkh5FQiQkyO1Xr8rtgBA//ijEq1fydEqK9jZLlKB5J05QW0AATU+aJK83YQJ916lDy+zaJcT8+UKEhGj2l5QkxIULtKy/v+a8wYOpRNUvv2guL4QQly5RyZ6XL2k6IYGOASDEpk1CJCcLYWND048fG3xIRVqa4cvq4tw5IRQK+Ti4u8vz3rwRIiiIKs1J24mKEmL2bCF27868759+on0aNkz3fKk0kp9f9vYhM6RSYwsX0rRSKYStLbUZcindvStEaCiVb0rPzJnUz+DBph2zOtHRVE6vdm0hEhO15585Q2MoVIjGGBhI03//LS9z5Qqdr336yOfZw4c077vv5DJQW7dqXl+hoXIfo0drzkv/uX9fXvarr+TzSf24xcXJy0dFGX4MYmLk81QqKaiOVBWxQgXteUollf6TthsYaNg2lUq5XKFUEjE42PAxHz9O65QpY/g66gwdSut/953cdvCg/v3MTbz3Ho3z+++F2LdPLhn48KF8P2/UiNo3brToUE0OlxTTD+exMyeSKdaUGrsHD8h7ulQpUu+A3tQWLKAksu7upP2RzGTpkbQjzs6yvxNACS89PeUExeoaO4BMFZ6e8rRCQeabkBDywatfX3YOHzqUnMadnYEWLchxXNImBAfTJz2SIzugbcZzcyNr9s2bZIX+3/9IK7hqFb2ZfvutbDZ1dJTL9zRuTL5Sqak0FmNyPGW3OsHMmXJi0YAAOZM8QNrJJk3IKVrajru7rG3MjA8/JI2iPr8n6T82tOxWVqlVi7RYUrqdmBhZS2rItsuW1T8vfdqbnMDNjbRdtWtrHssFC2hf3n+frqmmTSmthJTwefFiCioCSHP07Bkdhzp1SPt25AhdnuqVPzp1ov/38mVqU68cULmybFbVhfp1WqEC5fTr21fTTC9pxN3dNa9bXSQmyn1KfllFi+o+1pJWNiREO19mVJSmNvHiRZrOTEv8+rV8n+nfnypbGKN927ePvrN6fq9YQd//+5/sd2uO880U1KtHyeVPnAA++YRy28XG0vkG0H8gaXTr1LHYMBkzw4KdOckJU+z+/ZRR+N136Y74lj596GPIkLp21Q7pt7IiYUOKXi1USPbTSUigm7i6YAfQEK5coZt+aCj5uFlbk9+Y5Fck+QG+eqX5QNGFvpurZEI9dQoICiKTryQQSQ9Pyc8QAHr2lH9LN7mKFbOWk+/mTdqeMZnnr1+n6EOFgoRNXSbgyZONG4s6uvyk1DHUHJpdJk2ij8SbNyTExMdnP7mzOUyxAJko07N4MaX/qVmTrikh5HPKx0czd5h0/jVrRmk/WrUigVeplN0UmjWj83X2bN1j+PBD+hjCkCH0kZg2jfyuJHcMXWZYibt3KRgpKoquWYUiczcFyRUhMZHOK/WXLkmYLFKEhLmHD8lPTapcoQ/pJc/HR+7fmMAL6QVS1wtiZqQ3T0rCqrnOt+yibvJXN81KSNV1+valdD1MwYAFO3OSg+lOjibWwf8aUdqGn37SXkxfNYrSpfXnu/vkE1mwk4Q4d3d6YKu/maem0k1FehjcuiXfrKXExhIeHiQwenmRwPPwIQlZ6euNxsTIheXTv/FL2zl5Uk5Bcv8+aUqkh6e+slnG+tepc+UKPdxdXUnDkJlAJSE9wLt1y9p2s4uhAQymxsdHt7+aPnbtoog/XdUfJCHfXA/amBh6cahRg4Q6hUJ+WTh0iM49e3vSiEhBH0LI+9u0KWmnJa5cIQHKxUUuzZUTbNlCSWslf7WMqoz4+9O+paTQdVimTObXh709/QcvXtA1rn5OSdd8yZKUG1OhyLiOsIR6AJX08mGMxi79mJOSaJyGoJ7zLyxMvkfmFY1dYCC9HEdE0H1XKi0WGkrXkHQ/NFT7z+QPWLAzJzmY7uSJ0h8nT2prwLZto/JcNWvKDrTjx1Pi3n79Mu66VSsqahEZKd9w792jbagLie3bk6lX0mLcvKk72hWg9SStxooVlP+sXTuKPlPHzU3+nb42pfpD5/Vr2rdLlyiqLiKCtIrq5XoAMnnt3UuHfvhw/Xm4MqJqVRpXTAz1V7o0JdvVFcVZvDgFQiiVpLlUKOi45wRRUaS1iYyk3GnpBfghQ0hrYq5C4WlpWUvqeuoUmT2TkrQFu5QU2i9zPGifPKE0EomJcnqZqlVJax0TIwezDB0qC5rPn5PiXKqv+tYrAgAJglLKnIYNDX8hyAq+vnQtXL9Oxysjwc7JicxzJ0+SQGqIYAdQny9e0DWubt5TD9YYMcLwMQcFkQk8LU077U1mgQuSFh2g4965sxwsYAjSumXLagqpQtC1nts1dnZ2ZHERggLESpUic3bhwrJQ17Il3V/nzSO3HHU3EH2kptK9TUqKXKcOWRVMXU6SySEs7eSXG8kxp8ynT8mL1cbGdH1+/rkQgFjYeosAyJlWnb17aZNVq9L0gQOyc7MQFEygVGZ98/Hxcn/Xr8uO119+Sd/9+ulfd+JEWmbECN3zW7Wi+YsXa8+TAjNOnxbi44/pt7U1fbdqpb38kCE073//y9p+SrRvLweTjB2r38G9UiXN9SQH+pwgMTFrjvKmJjpaiJIlKWDizRvj11+0iPahWzfd81NSdAdWmBqlUogmTTT/z88/p3kJCRQ8oR4UcfSoEMWLy8umP//++EOeN2dOzo598GDazsyZdG3HxGS8vBR8MWQITS9cKMT77wtx6pT+dXr0oHXmzdNs/+ILav/006yPX6kUwt6egimePct8+ZcvaZsKBcWmSQErJ08atr0jRyhwaehQ3fOzGzRlTqR74pEjNF2xIk0fPy4H050/b1hfUpAMIESzZnKfuQkOntAPa+zMSQ5q7CKV5CGd3u8tfUZ/dRNHdDQ59f/0E6nqs1ITUUp9Ym1Nb/klS5KGbfduatfn4yOEXPJGn1Zh82bSJgQFac/bu5e2XasWaQ4WLJAt3LrMsE2bUuoXY0yDumjalN5+jx6lXHmFClEljvT7kN5hXXJmzgkcHMjEFxdH/3NmzvI5hasrmbNSUij1wn//kRZh8GC5HnBGZJa2JSc1XeooFOSQvmsXnVOOjkDHjjTP0ZH8NFNT5f80MJD2MzGRroP0PmUNGtC55+pKQRM5iaRhevHCsPJrzZrR2CUt+pgx9MkI6VxPXznj5UvN+TdvUhqRli0Nd0FQKEjjZqjGV9K4lSpFgST9+1MQ1axZshtJRjRtSveSiAi6B96+rVmNI7tBU+ZCqZT/D+meu3Mn7VdgIB3/Y8foeKW3ZuhCSp1StSpZGpo0yZlxMzkDC3bmRD0qVp/Tm7G8Fexep9HTXIpIlFB/WAqhWUrr8WNqT0423Ll92TJgzx4y43btKicrdnOj3Rk6lB5wLi5kdtJ1Q1i6lNT8b97QtD7Bzt2dIkV1oe4InF6Q02VmldpOniTzbXoB2FDUnZX//puSFzs7W95EUaQICXbh4drRpQsW0P/Uu3fGkafZRaGgh8rt23RuPX9OAob0P2dGVvyrcgpvb2DAAN3zKlbUnHZ0BHr10t9XQIBmZZWcRDJVG1pWrHFj+t/u3qV1DDF1f/EFVYfw9tZs/+03Otek29ykSXSNzJqVsWA3dy4Jcj17kmBqjBnf25vuJZIf7rhxwJo19FJx5QqZ1A3BwYHGkZpK525GJuzcyIsXcrUQKfF6qVLyy4ck2BlaP1Y6f2rV0rwHm+qxxeQseeR9JJ+gfscyVbZISWOXQoVe9Wns0tJIw6V+w3/xwvhUGBcukCbt6lWaljR2UlWKCRNIOzN+PAlwutI2uLlpPuyzexP18aGI3CFDqM6qFBGojrogqC/1iyHUqUMPgVevSIBxcckdN7qMkvsuXUoPWfWKEDmFepJiY6Nx9e3DuXOk9ckNpaZyO5LG7u+/SXsVH5/x8h4esvDz99+kbc/MoODtrb+smIeH7B8rvQRlpiX/7jsSziSNnzFUqkS+Y5K1oXx52T9TX9SxOlIQmLOzrMnavZt+t2+f+fHLLUhBE4BuzbYkWBtajSh98EhYGF1/vXtnfYyM+WDBzpyo6/VNFRn7+efAihV47eAHQFtjZ28vv82Gh1PY+/Ll9PYWHCw/fA2NmJTMfJKmTvo2xvyXXpDLKCWDofzzDwVj9OypO4WKqYQve3t6C3ZxMY+gZCjpTe7qGPsfZwf1PGfSw8FQwU5aLiJCU7i4f58CEM6dM9kw8y3qGrcNGzJOJyTRvTswcCC5GJQubVzgQ0ZIgt2JE/pvdwkJ8jkrnTsLF5L7xdq1WduuFKS0cSNpIvURHU1CqL8/WRmk8Y4YQdHOe/cadvxyA5nl5FQX7F68IAF42DD9y6dP9xIdTdVBNmwArl3L9nCZHIYFO3OirrEzlZ9dixbAkCGwLeQCZ2dtwQ7QfOiXKkUXtJS6wViNndS/lI9O0thJgp0QlDP55581zb7qqAt2CgXluTMH+/aRRmHjxuz18/XXNO7s5mYzJfrMmEqlHLWb03nsAFlIP36cUiwCcmRpZkjjUyrl8wvIO6kncgN169LDF6CHvSE+Yt98Q6XKJK17+lxoupg9m4QvKRL28WPyQ/ziC3mZ6tXlKPIrV3T3I70cubjI279zh84dQ7RLZ87IyY0latSgsSiVwKJF+tdV718yp6tH4b77bt7xsfvzT3px01ffVxLs7t6lNFZ379KLsD6Bu25d8geV6v6WK0caTEA7gwGT+2AfO3OSExq7t2zaRN+6LLyNG5OPj650F8Zqc9ILdkolmX8l8+br17I/0Rdf6K7nqp5CYNKkrKXGyAqtW2sKDFmlf3/65Ca8vMhRPr0/W2Sk/A6RHRO0oUhC+9699N2iheEZ721tqRZp4cKaLyh5JVlsbsDeXva1MtbFQRJ00vsQ6uKff4DTp8nXtGRJSoO0fTu91Ek1da2t6d6zcyeZY3UJ+OppkSStekbaZ3Xi4uS0Mq9fa54zkyeTRULKhamL9Kld6tSh60U6fi4uGW8/N1GtGplL9VG8uJxc/q+/5PZHj3T7f44dK6fokWjZktJnHT0qV+hgcid55H0kn5ATGrt//6U751tnEF0mx99/pwdtnTpkhp0wgfI9DR8um1INFewkHz7pLblPH9IISYKluvCgz2ne2lp26tUV8coYz7ffUv439coPgPxwdHc3Tx678uU1AzSkiiOGUqkS+XCpvwOxxs441BMFG0pKCuW/AwyLYE3vP6eew07XclLUbXp0jTWz6GgJKRDA21vbUlGnDkX3ZmRK1ZWzz86OBLq8JNQZgpUVlcBL76dqqM8dIAegHTtm2sQOjOlhjZ05yQmNXZ8+JNTdu5dp6J0QpIaXtGguLhTZGhEhm0EyI73GLqtIaVEeP+ZQelOgL62FucqJSdSvTw+LDRvICb116+z19+YNRVsCrLEzlAkT6NuYa1Q9DYshpaeaNSPNnCSw6RMmJcHu5Em6/yQlkSuErS2V5dMlEBqqsTO0ioxSSdtNL+QZo6HMD1SoQP8DQALegAHUlp60NNKGSpkOJGrWpGdGVBT52emKOA4Npf9UPUE3Y35YY2dOTK2xUyqB+HgkwgGNepVAhw4Zp5aIidE0jcbFkW/G4cOG+5JIGjt9/nOArI3LyLeqXDkyD+SGiNL8jCXKidnYUJDOb78Z//9u2AB89BFV0ADoHJUwly9mfsGY2qDqkeSG5AuUfHRv3SIToKTtS6+xq1uXBPxbt+hciIujQI0+fchioKtCjaEaO8mJPyPBbtcu8hObNk2zPTlZDsaxRJk/SyBV/dm2jXIXVq+uu/Ta48f0ol+kiKZrj40N0KgR/dYX6dyjB+Vt/O8/kw+fMQIW7MyJqTR2Q4bQVXfnDgDgNTxx8pwtdu/WfaH+8guZSKXC9a6u8ttr+iSjmVGjBgl1UqmZSZNIK6OeDHTnTrp5r1+vv5+PPqL1pAcEkz3u3yftq1TWTaJNGyovtXy5ZcZlLLt3k8P76dM0bWtLvlIjRmjWXmX0c+AA3SKmTDF8nXHjgE8/lX0jM8PTk5LXAuSELz3IO3fWXM7ens5BKTLf1lZO4PzXX1SG7cwZehGQMFRjd/w4fderp3+Z5GQSKn/+WVODuXatnLdPElYKAlZW9BzI6EVe8ml1d9d+MWvalFwtdAn/0dGyBpcDLCyMpUtfLDq9SJT8saSwn24v6i2vJ04/PZ3h8j+e/FGUX1heOMxwEMXmFROf7vxUJKYkZqvP9ORoqRKpTsvLl1lbPzVV7uNtnayrimoCEKJIEd2r/PorLe7iQt/lywtRoQL93rcv67sihBAdOlA/y5dnrx8me9y6Rf+Dm5ulR5I9pBJX7u5CJCVZejRMRnz4oWbZtc6dDV+3SxdaZ8AA7XkvXlCJMG9v/SW9EhKEsLOjPu7e1b+dtDQqpwgIMX263B4SIsRHHwmxYIHhY85PxMYK8cMP9B+mLyn59990vBo21F4voxJr27drlqvMabikmH4sqrHbcG0Dxu4Zi8nNJ+PCiAuo4VMDwX8EIyxed3jPuqvrMG7fOExuPhk3R9/EindXYMP1Dfh6/9dZ7tPsSK9KWdXYvdXSAVAlaXrtVAyA/moK0huwZNby9ZVNH0FBGUeOZYYUfGGojx6TM0jmq5gYOaovLyKdq9HRGVdzYCxP06ayJq5IEUoDZCjSsmvXytp/CR8fCuZ4+VK/ZunMGTrPfX0zdi22spK3NX++fA8sXpxSg3z0keFjzk/Y2lJk6+LF2lVKMopCz0jTJ2nrBg0yyRCZbGBRwW7eqXkYXns4BtcajMpelbG041I42Tph5cWVOpc/8eQEGpdojD7V+qCURym0CWiD3lV748yzM1nu0+yolxXLChcvyr9HjwYARDrQFagrhx2g7V/l66vpC5NZPcn0fPYZ0K0bBT9kJUExY3o8PORTS9036fffKSu/+mmTm1HPDThkiOXGwWROt25k3hSCXDoyMommp25dcsZPS9P2cVModKdAWrCAqlQIQQEPy5bJOSUzokcPMh9GRNCLrHquvYKKvT1Qpgz9Th8Za0gUemqqdnCOJNhJ0bPHj5P7RHr/RibnsZhgl5yWjPPPzyOojJzvwkphhaAyQTj59KTOdRoVb4Tzz8+rBLkHkQ+w494OtC/XPst9AkBSUhJiYmJUn1ipzkxOIN2xsivYffihqlhjpJ0PAP1as/QRkUWLajorGxsx+d9/VCj72TPtBMWMZbCyklPNqAt269aRr5Xk3J7bqVuXvt3cZJ9QJndiZyffzrKSrPvbb+lbSoKbGQ4OJNwdPEhavQ8+oJQmmWFtLWvtTp+mdB2MHA2cvn5sZnkj16wh69B778ltiYnA2bP0u2lT8ult1owC886c0d0Pk3NYLN1JeEI40kQafJx9NNp9nH1wK1x3peI+1fogPCEcTVY2gYBAqjIVIwNH4uumX2e5TwCYPXs2pkrFBnOa7Jpir1+n71q1KFb9118Re7QGsEa/cKUuuG3aRKaLsmWp7uuWLcZHTHp6krP+69dsis1NeHmRw7m607m5051klwYN6MFdtSpHTOd3goOBU6d0CxCTJpHG55tvgFatqO3KFeD5c6pFLbUZyqBBdN8KDzdvhHhuplIlipA1VmPXsiUJcgcPUvqUhg1JG9qqFZnVAwJoXScnytKQWbkzxvTkqajYQ48OYdbRWVjcYTEufHABm3tsxva72zH98PRs9Tt+/HhER0erPjdu3DDRiHWQXY3dv/+ScFepElXt9vVFWs06cHaWi2+nx8ND3mz9+hTZ6uwsC2XGPvQlk29EhFxEmzV2lkdXWTFLpDvJLi1a5B1BlMke9evrrhV96RJF996/L7d99RVFYx44QJVfjLlNKxQUsTt0KJUKYzTrx6rTpAkdK31pYEqUkCvvzJpF38WKUTaEmzfpWLu4UKTz0KFyFDRjPiymsSviVATWCmu8jH+p0f4y/iWKuuh+VZh4cCL6V++PYbWpenE1n2qIT4nHB/99gG+afZOlPgHA3t4e9mp5QmIyStKWXbKrsbOxASpXJjvG+PFA9+74dGN7fPqp7nJi0iabNyfhTn2zWS0OLwVpPHlCQmN0NAt2uQGprFh8PL03pKTkPY0dwwDyPenFCzK5OjpSSpb+/YFVq4A//iAfr23bLDvOvIw+wW78+MzXHTeOTLLbtlFFi6pVyW+Ptey5A4tp7Oys7RDoF4j9D/ar2pRCif0P9qNhsYY610lISYCVQnPI1gpSRQkhstSn2cmuxk5C8lT+6y9VpGxGF9X+/fSmevQoPfiFkAtzG3sxShq71FQyx6amZs3HhjEta9dShv0hQ+hm6+CgqjSXpzR2DCO9iEyeTP5aCxaQ79e4cfIytWtbZmz5BUmwUyiMj6QvXx7o3p1+16lDFiAm92BRU+zYBmOx/MJyrLm0Bjdf3cSobaMQnxKPwTUHAwAGbBmA8fvk14dO5TthybklWH9tPR5GPsTe+3sx8eBEdKrQCdZW1gb1aXGyo7FbtoxeWXfv1qysbkCegeRkCu3v14/8IyTTROnSxicJTl8vlt/Scgf63pgbN9ZvpmeY3Ejr1prJ1vv2Jbfi8uWpLGLhwpxWI7u4u1MS+fv35TrSqalkgdFn/VFn0iS+r+RWLFortmfVnniV8AqTDk1CaFwoahatiV19d8HHhYIfQqJDNDR0E5pNgAIKTDgwAc9in8HLyQudynfCzNYzDe7T4mRHY7djB/nY1alDnsdvGX8oGJfbUxi/PqfisLdp/GxsZMFsyxa6gA0tJyYhrS9FxDK5j9q1ZR9KV1cWvpm8RZs2dH9JTqZzV8qXBwA//kg56Zjsk75SzbVrJEBLtbwzonJlcvVQL1PJ5A4UQhgimxcsnj59iuLFi+PJkycoVqyYaTv39SWbwqVLFMVgKELQ1fbkCcWQN2tGxf6uXkXLYndx6GlZrF+vfaFKtG9Pzq1SV9lBMuVevEg50urUkVMXMAzDMHmL1FSKaL1/H2jXjh5NuT1FUo4+p/M4eSoqNl9gjMYuIYGEuM2bKQ/EkyekXpMEwn37gKVLEVOEqn1npBaXQthNgbMzRT09fky+e+fPm65vhmEYxnzcukU57Vq1Av75h9r05bDLD/x85meUml8KDjMcUP/X+hoFDtKTkpaCaYenIWBBABxmOKDG0hrYdW9Xtvo0ByzYmRtjfOyePKHcD++9R1kenZyAhQvlEFRvb2DECMTGk7Cobq5Ij1Sw25RwcmKGYZi8TalSpEN4+hRYupTa/PwsOqQcw9iSoxMOTMCy88uwsN1C3Bh9AyMDR6Lrhq64+OJilvs0ByzYmRtjNHZ2dvQqVbkyeQw/eEAVJ9IhZWfJSGM3dy4wcCAl/cwuoaGUn0iqs8jJiRmGYfImDg7AypVA27bAO+9Q9oSPP7b0qHIGY0uO/n7ld3zd5Gu0L9ceZQqVwai6o9C+XHvMPTk3y32aA4sGTxRIMtPYpaTQ65O7O4Wspk8ypANDBDtvb2D1auOGqo+0NLoRSLDGjmEYJu/Sti198jNSydHxTeRMG5mVHE1KS4KDjWYuL0cbRxwLOZblPs0Ba+zMTWYauzlzSEO3Y4dB3aWmylFJGZliTYmUx06CBTuGYRjGEsTGxmrUek9KStK5XEYlR0PjQnWuExwQjHmn5uFuxF0ohRJ77+/F5pub8SLuRZb7NAcs2JkbKys8RgmM/L60VvFl3LkDTJtGBRGlJHGZEB9PrneA+QQ7R0fNHFNsimUYhmEsQeXKleHu7q76zJ4922R9/9T2J5TzLIeKP1eE3XQ7jNk5BoNrDtYqlJDbYFOsubGywkCsweF//bD55Nv8cjExFGb6wQdUOiA4mDJygvIEZVQOyt2dhLvUVMpRZw4UCsplJ0XassaOYRiGsQQ3btyAv7+/alq9PKg6WSk56uXsha29tuJN6htEJETAz9UP4/aNQ5lCZbLcpznI3WJnfsTaGmdRF8DbAu0xMUDZspSX7vBhUr8tXQooFIiNBSpUADp00CzsrgtzCXUSkjl23z6qZsEwDMMw5sbV1RVubm6qjz7BLjslRx1sHODv5o9UZSo23dyEzhU6Z7vPnIQ1dubGygruiEYC3hbX27mTJLxXr2h6+nSKPwewZAlZZG/dovxC69bR4lL5F0siVZ+IjJTdBhmGYRgmtzK2wVgM3DoQdfzqoJ5/Pcw/NV+rjKm/qz9mB5E59/TT03gW+ww1i9bEs5hnmHJ4CpRCia8af2Vwn5aABTtzY20NT7zGC7xNFNSzJ2nsZs+msNa3ceaJicC8ebTIV18BEyeS6fO334Bhw+TuTp8mt7zq1akLcyFp7CIjzbdNhmEYhskqxpYxfZP6BhMOTMCDyAdwsXNB+3Lt8XvX3+Hh4GFwn5aAS4rpIEdLldSpg7nnm+Ncs8/xYZfnaNrcCqhSRTMaAcCyZcDIkVRF7O5dYNEiYOxYkgHv3JFrf27cSLKhZMk1F69fA126kP/fL79k7AfIMAzDMKaES4rph33szI21NT7HPPz55QU0nfMuEBiosyjfkSP0PWwYYGsra+nu3dPUksXG0re5ImIlXF2Bo0eBLVvk1HwMwzAMw1gWfiSbG0kKiomBePECybCl6hLpkPISV69O366ulGQYoBqtEoYkJ84JoqPl3+beNsMwDMMwumHBztxYWyMSHhizsAIckYif3b7WyheiVEKV405d5itZkr7VBTtJY2du4Uo9f7K5I3IZhmEYhtENP5LNjFJhjcKIgDhFMvVj92pay6SmAgsXknBXpozcXrIkcPasbo2duU2xly+bd3sMwzAMw2QOC3ZmJhauEGqK0hDbAK1l7OyAoUO11y1ZEvDx0axGZimN3duMLAzDMAzD5CJYsDMzUWmaqrXHKX4GrztnDvDDD5ptUp1Ycwt2H3wAXL0KtGtn3u0yDMMwDKMfFuzMTLTQlMAeR3toLXP0KH3XqKEpsEkpTtT57Tdg5UpNLZ45sLenNCcMwzAMw+QeOHjCzEQrXQAA3k5kQ42IsUN8vOYyX39Neem2bzesTxub3FGNgmEYhmEYy8KCnZmJSiMVXAnvJJU2LiREcxkp1UmlSprtiYlA69ZAuXKyCZZhGIZhGEaCTbFmJjqNNHbujklo3x5ITtZM8PvqFRARQWbX8uU113VwAM6cAeLigCdPaP6wYUBCAjBjhmYELcMwDMMwBQ/W2JmZYk6v0RPr0cLlHP4cdxmbNgEVKsjzJW1dyZKAk5PmugoFUKIE/ZZSnvzzD/DnnyTcMQzDMAxTsGHBzsy08LmJ9eiNCWe7ACtWaM3XZ4aVSJ+k2FKVJxiGYRiGyX2wYGdu1O2u1tYQQs5FBxgu2IWEAElJZMoFWLBjGIZhGIYFO7OTIByRCmsAwLZHVeDoCLRpI8/PTLBTN8WqC4QuLjkwWIZhGIZh8hQs2JmZwWc/hC1S8TM+RMUiEUhKAk6dAm7coPm//w6MHw80aqR7fXVTrGSGdXLieq0MwzAMw7BgZ3aiU50BAM6IR9nCkejaldpnz6Zvb29g1iygcmXd60tlxTw9LVdOjGEYhmGY3AkLdmYmOoVCXT0QBVhb45tvqP2PP4AHDzJfv3FjIDQU2LxZFuxcXTNeh2EYhmGYggELdmYm6q1g545owMoKgYFAcDDNCwgAzp41vK8mTSh44ty5HBgowzAMwzB5DhbszEx08lvBrmUg0KULAKi0dgAQHW1YP0lJwNOngK0tm2IZhmEYhiHY5d7MRKc4AgA8apUGAgMBAE2bUuWIlBQqGZYZhw4B/fpR5YkDB3JwsAzDMAzD5ClYsDMjKSlAQqo9AMDdVrNUhLrWLjMCAoCwMODZMyojNnEiMHiwKUfKMAzDMExehE2xZiQ5GehZ9hzaYifcHl81LFpCB8WLAwMG0O+HD9nHjmEYhmEYggU7M+LsDKxvuwY70R62638H/vory33973/y7ydPTDA4hmEYhmHyPCzYmRtra/m3VdYPf7lyQL169LtTp2yOiWEYhmGYfAH72JmR1FRAAWuoRDt1IS8LHD4M7N2rWZKMYRiGYZiCC2vszMh//wE2P81Fa+yjhmxo7ADAwYG0dfb2JhgcwzAMwzB5HhbszEhUFH3bIZl+ZFOwYxiGYRiGUYclCzMiJR/2QBT9yKYplmEYhmEYRh0W7MyIJNi54+0P1tgxDMMwDGNCWLIwI5Ip1gNRVOi1cWNLDodhGIZhmHwGC3ZmRENjV60aUL26ZQfEMAzDMEy+gtOdmBENH7s0pUXHwjAMwzBM/oM1dmakVi0guNx9BOA+FXoNC7P0kBiGYRiGyUewxs6MTJgAwOYvYPxeYDuA3buB/v0tPSyGYRiGYfIJrLEzNyYqKcYwDMMwDJMelizMjbowx3nsGIZhGKbAcuTxEaQqU7XaU5WpOPL4SJb6ZMHO3LDGjmEYhmEYAC3XtMTrxNda7dFvotFyTcss9cmShblRF+ZYsGMYhmGYAosQAgootNojEiPgbOucpT45eMLcqGvs2BTLMAzDMGbj5zM/Y86JOQiNC0WNojWwsN1C1POvp3f5+afmY8m5JQiJDkERpyJ4v9L7mB00Gw42DgCAKYemYOrhqRrrVChcAbfG3MpwHN02dAMAKBQKDPpnEOyt7VXz0kQarry8gkbFG2VpH1mwMzessWMYhmEYs7Ph2gaM3TMWSzssRf1i9TH/1HwE/xGM22Nuw9vZW2v5dVfXYdy+cVjZeSUaFW+EOxF3MGjrICgUCswLnqdaropXFewbsE81bWOVuWjl7uAOgDR2rnaucLR1VM2zs7JDg9oNMDxweJb2kwU7cyMJc5Ur04dhGIZhmBxn3ql5GF57OAbXGgwAWNpxKbbf3Y6VF1diXJNxWsufeHICjUs0Rp9qfQAApTxKoXfV3jj97LTGcjZWNijqUtSosazqvIr6dC+FLxp9AWe7rJlddcEqI3MjmV/LlgXKlbPsWBiGYRgmDxMbG4uYmBjVJykpSedyyWnJOP/8PILKBKnarBRWCCoThJNPT+pcp1HxRjj//DzOPDsDAHgQ+QA77u1A+3LtNZa7+/ou/Ob6ocxPZdB3c1+ERIcYPP7JLSabVKgDWGNnfiSNXVqaZcfBMAzDMHmcyuksX5MnT8aUKVO0lgtPCEeaSIOPs49Gu4+zD26F6/aH61OtD8ITwtFkZRMICKQqUzEycCS+bvq1apn6/vWxuvNqVChSAS9iX2Dq4alouqopro26Bld7V5391l5WG/sH7Echx0KotayWzuAJiQsjLuidpw8W7MyNpLGLjARiYgA3N8uOh2EYhmHyKDdu3IC/v79q2t7ePoOljePQo0OYdXQWFndYjPr+9XHv9T18susTTD88HRObTwQAtCvXTrV8dZ/qqF+sPkrOL4mN1zdiaO2hOvvtXKEz7G1onF0qdDHZeCVYsDM3ksbuxAng7FmgdWvLjodhGIZh8iiurq5wM0BBUsSpCKwV1ngZ/1Kj/WX8S73+cRMPTkT/6v0xrPYwAEA1n2qIT4nHB/99gG+afQMrhbY3m4eDB8oXLo97r+/pHcvkFpN1/jYV7GNnbjhBMcMwDMOYFTtrOwT6BWL/g/2qNqVQYv+D/WhYrKHOdRJSErSEN2sFPcOFEDrXiUuOw/3X9+Hr6mvw2KLeROHXC79i/L7xqmTFF15cwLOYZwb3oQ5r7MwNlxRjGIZhGLMztsFYDNw6EHX86qCefz3MPzUf8SnxGFyTomQHbBkAf1d/zA6aDQDoVL4T5p2ch1q+tVSm2IkHJ6JThU6wtqLn9xd7vkCn8p1Q0qMknsc+x+RDk2FtZY3eVXsbNKYrL68g6LcguDu441HUIwwPHA5PR09svrkZIdEh+K3rb0bvZ64Q7IxJGNhidQscfnxYq719ufbY3mc7AGDQ1kFYc3mNxvzggGDs6rfL9IM3FtbYMQzDMIzZ6Vm1J14lvMKkQ5MQGheKmkVrYlffXfBxoYCKkOgQDQ3dhGYToIACEw5MwLPYZ/By8kKn8p0ws/VM1TJPY56i96beiEiMgJeTF5qUaIJTQ0/By9nLoDGN3T0Wg2oOwvfvfA/X2XKwRfty7dFnU58s7afFBTtjEwZu7rkZyWnJqumIhAjUWFoD3St311iubdm2qjwxADSyOlsU1tgxDMMwjEUYU28MxtQbo3PeoUGHNKZtrGwwucXkDP3g1r+/PlvjOfv8LJZ1XKbV7u/qj9C40Cz1aXGVkXrCwMpelbG041I42Tph5cWVOpf3dPREUZeiqs/eB3vhZOukJdjZW9trLFfIsZA5didzWGPHMAzDMAxIVolJitFqvxNxx2CtX3osKllkJWFgelZcXIFeVXtpJfg79OgQvOd4o8KiChi1bRQiEiL09pGUlKSR4DA2NjZrO2QIrLFjGIZhGAbAuxXexbQj05CSlgIAUECBkOgQ/G/f//Bepfey1KdFBbuMEgYaooI88+wMroVdU4UiS7Qt2xa/df0N+wfsx3dB3+Hw48Not7Yd0pS6kwLPnj0b7u7uqk/6hIcmRRLmfH3pwzAMwzBMgWRum7mIS46D9w/eSExJRPPVzVF2QVm42rtiZquZmXegA4v72GWHFRdWoJp3Na1Ai15Ve6l+V/Ophuo+1RGwIACHHh1C6zLaeePGjx+PsWPHqqafPXuWc8KdpLHz9QXUkioyDMMwDFOwcHdwx97+e3E85Dguv7yMuOQ41PatjaAyQXpTqmSG0Rq7aYenISElQas9MSUR0w5PM6qvrCQMlIhPjsf66+sxtJbuzM7qlClUBkWciuhNGGhvbw83NzfVx9VVdxkQkyBp7JTKnNsGwzAMwzC5njnH5wAAGpdojA/rfoivGn+FoDJBSFOmoc/mrEXFGi3YTT08FXHJcVrtCSkJmHp4qlF9ZSVhoMRfN/5CUmoS+lXvl+l2nsY8RURChFEJA3MMSWMXHw/oKVbMMAzDMEz+Z86JOVhxYYVGW5oyDb029cKl0EtZ6tNowU4IobNg7eWXl+Hp6Gn0AMY2GIvlF5ZjzaU1uPnqJkZtG6WVMHD8vvFa6624uAJdKnZBYafCGu1xyXH4cs+XOPX0FB5FPcL+B/vReX1nlPUsi+CAYKPHZ3Ikwe7uXeDhQ8uOhWEYhmEYi7G9z3Z8sfcL/H3jbwBAqjIV3f/qjuth13Fw4MEs9Wmwj12h7wpBAQUUCgXKLyqvIdyliTTEJcdhZOBIowdgbMJAALgdfhvHQo5hT789Wv1ZK6xxJewK1lxeg6g3UfBz9UObgDaY3nK6quiuReF0JwzDMAzDAKjrXxebemxCl/VdYGdthxUXV+De63s4OPCgSg4yFoUw0DtvzaU1EBAY8s8QzG87H+727qp5dtZ2KOVRCg2LZ2w+zSs8ffoUxYsXx5MnT1CsWDHTdn70KNCsGf2+dw8ICDBt/wzDMAyTz8nR57QF2HprK7r/1R2VilTCgYEHUMSpSJb7MlhjN7DmQABAaY/SaFyiMWys8nRAreVgjR3DMAzDFFi6beims93LyQseDh744L8PVG2be242un+jpTNXe1fcfHUT1XyqAQD+ufUPVl1ahcpelTGlxRTYWdsZPYgChbowx4IdwzAMwxQo3B3cdbYHlzVNHIDRgt2IbSMwrvE4VPOphgeRD9Dz757oVqkb/rrxFxJSEjC/7XyTDCzfoq6x48oTDMMwDFOgUK9jnxMYrTK6E3EHNYvWBAD8df0vNC/VHOveW4fVnVdj081Nph5f/oM1dgzDMAzD5BBGa+yEEFAKSq677+E+dCzXEQBQ3L04whPCTTu6/IikpXN2BlxcLDsWhmEYhmEsRq1ltXSmkFMoFHCwcUBZz7IYVGMQWpZuaXCfRquM6vjVwYyjM/D75d9x+NFhdCjfAQDwMPKhVs1XRgeSls7FBXBzs+xYGIZhGIaxGG0D2uJB5AM42zmjZamWaFmqJVzsXHD/9X3U9auLF7EvEPR7EP659Y/BfRqtsZvfdj76bu6Lrbe24pum36CsZ1kAwN83/kaj4o2M7a7gwSXFGIZhGIYBEJ4Qjs8bfo6JzSdqtM84MgOPox5jT/89mHxwMqYfmY7OFTsb1KfRgl11n+q4OuqqVvucNnNgreBggExRvFW5JieTcMd+dgzDMAxTINl4YyPOf3Beq71X1V4I/CUQy99djt7VemPeqXkG92kyqcLBxgG21ram6i7/ImnqoqOBOO2auwzDMAzDFAwcbBxw4skJrfYTT07AwcYBAKAUStVvQzBaY2c11QoKhbajn0TapDRjuyxYqBf6YG0dwzAMwxRYPqr3EUZuG4nzz8+jrn9dAMDZZ2fx68Vf8XWTrwEAu+/tVmUjMQSjBbstPbdoTKcoU3DxxUWsubwGU1tMNba7goe6UMx57BiGYRimwDKh2QSU9iiNRWcX4fcrvwMAKhSpgOWdlqNPtT4AgJF1RmJU3VEG92m0YKfLee/9yu+jincVbLi+AUNrDzW2y4IFa+wYhmEYhnlL3+p90bd6X73zHW0djerPZJJFg2INsP/BflN1VzBgjR3DMAzDMCbEaI2dLhJTErHg9AL4u/mborv8jbopljV2DMMwDFOg8PzOE3c+uoMiTkVQ6LtCOhMUS7z+32uj+zdasEs/CAGB2KRYONk64Y9ufxg9gAINC3YMwzAMU6D4MfhHuNq5AgDmB883ef9GC3Y/Bv+oIdhZKazg5eyF+v71UcixkEkHly9xcpJ/C6GpwWMYhmEYJl8zsOZAnb9NhdGC3aCag0w+iAKFu7v8W6lkPzuGYRiGKaCERIdkOL+Eewmj+zRIsLvy8orBHVb3qW70IAoK8+YBNy+7YCRqIxAXWLBjGIZhmAJMqfmlTJ4b2CDBrubSmlAoFBDqqTp0oFAoOEFxBvz3H3DkkA06oBgJdmlpgC1X62AYhmGYgsjFERc1pqXcwPNOzcPMVjOz1KdBgt3DTx5mqXNGE1tboCQeowv+pQapvBjDMAzDMAWOGkVraLXV8asDP1c/zDkxB90qdTO6T4MEu5IeJQEAKWkpGLFtBCY2m4jShUobvbGCjp0dYAU1YS6NtZsMwzAMw2hSoUgFnH1+NkvrGpVvw9baFptubsrShhjS2FlDTZhjjR3DMAzDFFhikmI0PtFvonEr/BYmHJiAcp7lstSn0VGxXSp2wdZbW/FZw8+ytMGCjK0ta+wYhmEYhiE8vvXQCp4QQqC4e3Gsf299lvo0WrAr51kO045Mw/EnxxHoGwhnO2eN+R/X/zhLAykIaJliWWPHMAzDMAWWgwMPakxLuYHLepaFjVXWioMZvdaKiyvg4eCB8y/O4/yL8xrzFFCwYJcBWqZY1tgxDMMwTIGleanmJu/TaMGOI2SzjpYpljV2DMMwDFPgufHqBkKiQ5CclqzR/m6Fd43uK2t6PgDJacl4GPkQAZ4BWVYXFjTs7IBIFMJF1EItXGSNHcMwDMMUYB5EPkDXDV1x9eVVjXzBkt9dVnIDG12FPiElAUP/GQqnmU6osriKqhzGRzs+wrfHvjV6AAUJW1sgBCWx0bo3NbDGjmEYhmEKLJ/s+gSlPUoj7MswONk64fqH13Fk8BHU8auDQwMPZalPowW78fvG4/LLyzg06BAcbBxU7UFlgrDh+oYsDaKgIBWZSFHY0Q/W2DEMwzCM2fj5zM8oNb8UHGY4oP6v9XHm2ZkMl59/aj4qLKoAx5mOKP5jcXy26zO8SX2TrT7VOfnkJKa1nIYiTkVgpbCClcIKTUo0wezWs/HxrqzFLBgt2G29vRWL2i9CkxJNNEJ0q3hXwf3X97M0iIICRcWmAXhbmo01dgzDMAxjFjZc24Cxe8ZicvPJuDDiAmr41EDwH8EIiw/Tufy6q+swbt84TG4+GTdH38SKd1dgw/UN+Hr/11nuMz1pIg2udq4AgCJORfA89jkAoKR7SdwOv52l/TRasHsV/wrezt5a7fHJ8RkWsmVIY9cQJ/FD6tscgCzYMQzDMIxZmHdqHobXHo7BtQajsldlLO24FE62Tlh5caXO5U88OYHGJRqjT7U+KOVRCm0C2qB31d4aGjlj+0xPVe+quPzyMgCgvn99fH/iexwPOY5pR6ahTKEyWdpPowW7On51sP3OdtW0AiTM/XrhVzQs1jBLgygocLoThmEYhjE/yWnJOP/8PILKBKnarBRWCCoThJNPT+pcp1HxRjj//LxKkHsQ+QA77u1A+3Lts9xneiY0nQClICXPtJbT8DDyIZquaoodd3dgQbsFWdpXg8NZr4VdQ1Xvqpjdejbarm2LG69uICUtBT+d/gk3Xt3AiScncHjQ4SwNoqDACYoZhmEYxnTExsYiJiZGNW1vbw97e3ut5cITwpEm0uDj7KPR7uPsg1vht3T23adaH4QnhKPJyiYQEEhVpmJk4Eh83fTrLPeZnuCywarfZT3L4taYW3id+BqFHApl2QpqsMau+pLqqP9rfdx4dQPHhxxHqjIV1X2qY8/9PfB29sbJoScR6BeYpUEUFLikGMMwDMOYjsqVK8Pd3V31mT17tsn6PvToEGYdnYXFHRbjwgcXsLnHZmy/ux3TD0832TZ04enomS3XNoM1docHHcaqS6vw+Z7PoRRKvFf5PfzQ5gc0K9ksyxsvaGiZYlljxzAMwzBZ5saNG/D391dN69LWARSYYK2wxsv4lxrtL+NfoqhLUZ3rTDw4Ef2r98ew2sMAANV8qiE+JR4f/PcBvmn2TZb6TE98cjy+PfYt9j/cj7D4MJVZVuLBJw8M6kcdgwW7piWbomnJpljYbiE2Xt+I1ZdXo8XqFijrWRZDaw3FwJoDDd6RgoqWKZY1dgzDMAyTZVxdXeHm5pbpcnbWdgj0C8T+B/vRpWIXAIBSKLH/wX6MqTdG5zoJKQmwUmgaNq0V1gAAIUSW+kzPsP+G4fCjw+hfvT98XX1VcQvZweiSEc52zhhcazAG1xqMe6/vYdXFVfj57M+YeHAi2pZti397/5vtQeVXWGPHMAzDMJZhbIOxGLh1IOr41UE9/3qYf2o+4lPiMbjmYADAgC0D4O/qj9lBZM7tVL4T5p2ch1q+tVDfvz7uvb6HiQcnolOFTrC2sjaoz8zYeXcntvfZjsYlGptsP7NVC6ysZ1l83fRrlPQoifH7x2P73e2Zr1SAsbUFQlEUR6yao5nyMGvsGIZhGMZM9KzaE68SXmHSoUkIjQtFzaI1savvLvi4UPBDSHSIhoZuQrMJUECBCQcm4FnsM3g5eaFT+U6Y2XqmwX1mRiHHQvB09DTpfiqEVJjMSI48PoKVF1di081NsFJYoUflHhhaeygaFGtg0gFagqdPn6J48eJ48uQJihUrZrJ+//4b6N4daOZwBoff1AdOnAAacooYhmEYhjGGnHpOm5s/rvyBf27/gzVd1sDJ1skkfRqlsXse+xyrL63G6kurce/1PTQq3ggL2i5Ajyo94GznbJIB5WekkmLJePuDNXYMwzAMU2CZe3Iu7r++D58ffFDKoxRsrWw15l8YccHoPg0W7NqtbYd9D/ahiFMRDKg+AENqDUGFIhWM3mBBhgQ7gRTx9rCzjx3DMAzDFFi6VOhi8j4NFuxsrWzxd/e/0bF8R5XTIGMcdnZAD2zEhqRe1MAaO4ZhGIYpsExuMdnkfRos2HG0a/bRSlDMGjuGYRiGKdBEvYnC3zf+xv3X9/Fl4y/h6eiJCy8uwMfZB/5u/pl3kI5sRcUyxsG1YhmGYRiGkbjy8gqCfguCu4M7HkU9wvDA4fB09MTmm5sREh2C37r+ZnSfBpcUY7IP14plGIZhGEZi7O6xGFRzEO5+dBcONg6q9vbl2uPI4yNZ6pMFOzPCpliGYRiGYSTOPj+LEYEjtNr9Xf0RGheapT5ZsDMjbIplGIZhGEbC3toeMUkxWu13Iu7Ay9krS32yYGdG2BTLMAzDMIzEuxXexbQj05CSlgIAUECBkOgQ/G/f//Bepfey1CcLdmbE1hZ4imLYhWBqYI0dwzAMwxRY5raZi7jkOHj/4I3ElEQ0X90cZReUhYudC2a2mpl5BzrgqFgzYmsL7EI77MU7SIUta+wYhmEYpgDj7uCOvf334njIcVx+eRlxyXGo7VsbQWWCstwna+zMiJ0dfafBBkooWGPHMAzDMAWQxJREbLuzTTW97c423Ht9D6Fxodhxdwe+2vsV3qS+yVLfrLEzI7ZqJeBSYAt71tgxDMMwTIFjzeU12H53OzqW7wgAWHR2Eap4VYGjrSMA4Fb4Lfi6+OKzhp8Z3Tdr7MyIrS0wGosQCxcKomCNHcMwDMMUONZeXYsPan+g0bbuvXU4OPAgDg48iDnvzMHGGxuz1DcLdmbEzg6wRxJcEE+mWNbYMQzDMEyB497re6jmU0017WDjACuFLJLV86+HG69uZKlvNsWaEWtrOY+dEtassWMYhmGYAkjUmygkpSappl99+UpjvlIoNeYbA2vszIhCAdhakZZOCSvW2DEMwzBMAaSYWzFcC7umd/6Vl1dQzK1Ylvpmwc7M2FlLGjsr1tgxDMMwTAGkfdn2mHRoks7I18SUREw9PBUdynXIUt9sijUzNtZKIAVIgzVr7BiGYRimAPJ106+x8cZGVFhUAWPqjkH5wuUBALcjbmPRmUVIVabi66ZfZ6nvXCHY/XzmZ8w5MQehcaGoUbQGFrZbiHr+9XQu22J1Cxx+fFirvX259tjeZzsAQAiByYcmY/mF5Yh6E4XGxRtjSYclKFe4XI7uhyHYWZGWLo01dgzDMAxTIPFx8cGJIScwavsojNs/DkIIAIBCocA7Zd7B4g6L4ePik6W+LS7Ybbi2AWP3jMXSDktRv1h9zD81H8F/BOP2mNvwdvbWWn5zz81ITktWTUckRKDG0hroXrm7qu37499jwekFWNNlDUoXKo2JByci+I9g3Bh9Aw42DmbZL328sCuJwwnNEIB7rLFjGIZhmAJK6UKlsavfLrxOfI17r+8BAMp6loWno2e2+rW4j928U/MwvPZwDK41GJW9KmNpx6VwsnXCyosrdS7v6eiJoi5FVZ+9D/bCydZJJdgJITD/9HxMaDYBnSt2RnWf6vity294HvscW29tNeOe6WaLx2C0wGE8QzHW2DEMwzBMAcfT0RP1/Ouhnn+9bAt1gIUFu+S0ZJx/fl6jJpqVwgpBZYJw8ulJg/pYcXEFelXtBWc7ZwDAw6iHCI0L1ejT3cEd9YvVx8knuvtMSkpCTEyM6hMbG5uNvcoYqfpECteKZRiGYRjGxFhUsAtPCEeaSIOPs6Yd2cfZB6FxoZmuf+bZGVwLu4ZhtYep2qT1dPYZr7vP2bNnw93dXfWpXLmysbtiMFK9WBbsGIZhGIYxNRY3xWaHFRdWoJp3Nb2BFoYyfvx4REdHqz43bmQt27MhjAmfgpfwRnE8YVMswzAMwzAmxaKCXRGnIrBWWONl/EuN9pfxL1HUpWiG68Ynx2P99fUYWmuoRru0ns4+nXX3aW9vDzc3N9XH1dXV2F0xGFfEwhtvM0yzxo5hGIZhGBNiUcHOztoOgX6B2P9gv6pNKZTY/2A/GhZrmOG6f934C0mpSehXvZ9Ge2mP0ijqUlSjz5ikGJx+ehoNi2fcpzmwVaU74ZJiDMMwDMOYFounOxnbYCwGbh2IOn51UM+/Huafmo/4lHgMrjkYADBgywD4u/pjdtBsjfVWXFyBLhW7oLBTYY12hUKBT+t/ihlHZ6Bc4XIo7UHpTvxc/dClYhdz7ZZebN6WFEvlBMUMwzAMw5gYiwt2Pav2xKuEV5h0aBJC40JRs2hN7Oq7S5WYLyQ6BFYKTcXi7fDbOBZyDHv67dHZ51eNv0J8Sjw++O8DRL2JQpMSTbCr3y6L57ADABuFpLGzYY0dwzAMwzAmxeKCHQCMqTcGY+qN0Tnv0KBDWm0VilSAmCz09qdQKDCt5TRMaznNVEM0GayxYxiGYRgmp8jTUbF5EUljl8oaO4ZhGIZhTAwLdmbmtUsJnEMgYuHKGjuGYRiGYUwKC3ZmZlvNCaiLc7iMmqyxYxiGYRjGpLBgZ2a4pBjDMAzDMDkFC3ZmRkOwY40dwzAMwzAmhAU7M9Pn1Md4gNKoguussWMYhmEYxqSwYGdm3JLCUBqPYI1UIDnZ0sNhGIZhGCYfkSvy2BUkrBVSHjsbIDHRwqNhGIZhmILDz2d+xpwTcxAaF4oaRWtgYbuFqOdfT+eyLVa3wOHHh7Xa25drj+19tgMABm0dhDWX12jMDw4Ixq5+u0w/eANhwc7M2EDKY2cLJCRYeDQMwzAMUzDYcG0Dxu4Zi6UdlqJ+sfqYf2o+gv8Ixu0xt+Ht7K21/Oaem5GcJlvWIhIiUGNpDXSv3F1jubZl22JV51WqaXtr+5zbCQNgU6yZsXqrsUthwY5hGIZhzMa8U/MwvPZwDK41GJW9KmNpx6VwsnXCyosrdS7v6eiJoi5FVZ+9D/bCydZJS7Czt7bXWK6QYyFz7I5eWLAzM9ZQM8WyYMcwDMMwOU5yWjLOPz+PoDJBqjYrhRWCygTh5NOTBvWx4uIK9KraC852zhrthx4dgvccb1RYVAGjto1CREKEScduLGyKNTPWb0uKscaOYRiGYbJHbGwsYmJiVNP29vawt9c2hYYnhCNNpMHH2Uej3cfZB7fCb2W6nTPPzuBa2DWseHeFRnvbsm3RrVI3lPYojfuR9/H1/q/Rbm07nBx6EtZW1lncq+zBgp2ZiS9UHDdREdFwY8GOYRiGYbJB5cqVNaYnT56MKVOmmHw7Ky6sQDXvalqBFr2q9lL9ruZTDdV9qiNgQQAOPTqE1mVam3wchsCmWDNzrO8SVMZNnEQjFuwYhmEYi7NpE9CmDX0LYenRGMeNGzcQHR2t+owfP17nckWcisBaYY2X8S812l/Gv0RRl6IZbiM+OR7rr6/H0FpDMx1PmUJlUMSpCO69vmf4TpgYFuzMjJ0dfSfDjgU7hmEYxqIIAXzxBbB3L/D++0BQEBASYulRGY6rqyvc3NxUH11mWACws7ZDoF8g9j/Yr2pTCiX2P9iPhsUaZriNv278haTUJPSr3i/T8TyNeYqIhAj4uvoatyMmhAU7M6NRUowFO4ZhGMYMhIUBo0cDly9rtl+9Cjx6RM8me3vgwAFgzhyLDDHHGdtgLJZfWI41l9bg5qubGLVtFOJT4jG45mAAwIAtAzB+n7bGb8XFFehSsQsKOxXWaI9LjsOXe77Eqaen8CjqEfY/2I/O6zujrGdZBAcEm2WfdME+dmam6YqBuIZz+B39gPh4el1SKCw9LIZhGCYfs3YtsHgx8Po18Oefcvs//9B327ZAixbA558D4eEWGWKO07NqT7xKeIVJhyYhNC4UNYvWxK6+u+DjQgEVIdEhsFJo6rtuh9/GsZBj2NNvj1Z/1gprXAm7gjWX1yDqTRT8XP3QJqANprecDnsby+WyY8HOzLiGP0QZ3IAtUoC0NCAlRbbPMgzDMEwO8OIFfT99qtm+dSt9d+4MWL2VadSCTPMdY+qNwZh6Y3TOOzTokFZbhSIVICbrdjx0tHXE7n67TTk8k8CmWDNjBSlB8Vthjs2xDMMwTA4TFkbfkoAHAE+eABcukNGoUyfAzY3a87NgVxBgwc7MWAm1PHYAC3YMwzBMjvPqFX0/fy5Hvkpm2EaNAG9vFuzyCyzYmRlJY5eseGt/Z8GOYRiGyWEkjV1ioiy4SYJdly70zYJd/oAFOzNjpSSNHQt2DMMwjLmQBDuAzLFpacCRIzTdsSN9u7rSNwt2eRsOnjAzCvaxYxiGYcyIELIpFiBzrLMzkJwM2NgAZctSu7rGjhM25F1YY2dm0ooURQiKI1bx9tWIBTuGYRgmB4mPJxOsxIsXlLsOAIoXJ+EOkAW71FTgzRuzDpExISzYmZlHi3egJEJwzKoZNbBgxzBMHufkSaBnz7xVsaAgoW6GBUiwe/iQfpcuLbe7uMi/Y2NzflxMzsCCnZlRVZ4QHBXLMEz+YOFCYONGYMMGS4+E0YW6GRYgU6yksStVSm63smI/u/wA+9iZGblWLAt2DMPkD0JD6fv1a8uOg9GNLo1dZCT9VtfYAWSOjY1lwS4vwxo7M+P70Xs4hfqomHaDGliwYxgmjyNphKKiLDoMRg+6BDtJY6dLsANYsMvLsMbOzNjfvIT6eAB78daTlQU7hmHyOCzY5W6k/6d0afKte/6cImIBTVMswIJdfoA1dmZGId4mKIYdlFBQuBLDMEweRamUi8azYJc7kTR2NWrQ97Nncs1Y1tjlP1iwMzMKJQl2SlhRWTHW2DEMk4eJiqJktwAQHW3RoTB6SC/YJSTQf2ZvDxQtqrksC3Z5HxbszM3byhNpsGbBjmGYPI+6/xZr7HIn6qZY9ZQmJUtSJKw6LNjlfViwMzOSKVYJKyTDjgU7hmHyNOqpNFiwy51Iwre3N+DnJ7en968DWLDLD7BgZ27emmJZY8cwTH6ABbvcjyTYeXkBvr5ye3r/OoAFu/wAC3ZmRuHpiXAURgpsWbBjGCbPoy7YJSYCSUmWGwujjXqdWG9vFuwKAizYmZsbN1DKORy3UdGkptinT6m+H8MwjDlJX9WAAyhyF9HRQEoK/fbyYlNsQYAFOwugKitmIo3dsWNUyHn06Gx3xTAMYxTpk9/mJnOsEMDevUCvXoCHBzBzpqVHZH6k/8fFBXB0NFxjx7Vi8y4s2FkAUwt2Z8/S965d2e6KYRjGKNJr7HKTYDdvHtCmDdWwjY4GfvnF0iMyP+pmWEBTsNOlseNasXkfFuzMTdu22BrdEkXxwmSmWCnRZEiI9k2WYRgmJ8nNgt3Ro/TdsSOl9QgJoeS8BQn1iFhAFuycnMg0mx42xeZ9WLAzN4cPo1HyIdgh2WQaO/Ub1fnz2e6OYRjGYHKzj92dO/T90UdA9er0++RJy43HEqhHxAJA7drkZ9elC6BQaC/Pgl3eh2vFmpscSHciaewAEuzats12lwzDMAYhCXbFitG9KLdo7NLSgPv36Xf58kCjRsClS8CJE8D771t0aGYlvSnWw4M0l9bWupfPTLB78ACYMgWIi9Nsb92a/bxzCyzYmZu3tXdUCYpNUCtWXbA7dy7b3TEMwxiEeiqNcuVyl2AXEkKF7u3sKLisUSNg8WIS7AoS6TV2gH6hDpAFu4QEyrRgk05KWLgQ+P137fW2bgX69iXBkbEsbIo1N+lrxSYlyYUWs9jd8+fyNJtiGYYxF1FRcpqlcuXkttzA3bv0XbYsCTING9L0hQuUb6+goEuwywgpeALQHRl74wZ9Dx4MLF1KH09PEvKlY85YFhbszIkQ9IGaKRYAEhMRHg5ERBjf5atXlKNIoaDPkyfa6QcYhmFyAklb5+oqF5PPbYKdJHCWLg34+ND9siC9AIeG0rf0/2SGnR3g4EC/dZljb9+m7yFDgBEj6FO1KrVJPo2MZWHBzpy81dYBaqZYAK+fJaJaNXLuNTZruxQ4UbQoUKEC/S5INy2GYbR5+/6Y40iCnZeXbILLLYKdJGSUL0/fCgWZYwHgyBFKhTJmTP5P7P7iBX2rpznJDH1+dgkJwOPH9Ft63gCy8Mwau9wBC3bmRKkEnJyQZOVAplhbZwDA9/PtEBpKJlXpbchQJP86f38gMJB+s2DHMAWX774jQevWrZzflrqZL7cJduk1doAs2E2aBHz+OfDzz8DBg+YfmzmRBDv1ihOZoU+wk46ppydQpIjcLgnP0vyjR+l5VLkyfQYPNn7cTNZhwc6c2NoC8fHo1DoRUSiEFHsXhMIHC1bLTg2S/4KhSBq7YsWAOnXoNwdQMEzB5d9/ya3j0KGc35Z6xKW5BLsLF4Affshc0yZp7HQJdupuzfn5fhkfL/vJmUJjJ70sVKigmSpFOsbSMV+wgP6nmzfpI2n5GPPAUbEWwI4ssEi2dcZMfIPEN7J8baxgp66xkwS7w4epzFiTJiYYLMMweYrISPqWfKtyEnVTrLs7/c5pwW7AAOD6dfIDGzNG9zIpKcCjR/Rb0iYBQN26QKtW9I5drhywaFH+tnBI2jonJ82giMzQJ9hJFqWKFTXb1TV2QgCnT9P0zz8DVapwpKy5YY2dBZBKij20KoNlGAEA6NSJ2rIq2BUrRjetypXpxtqsGeUaYhimYGEpwU56eOdkguKHD0moA0goU3Nb1louLQ1wdtbUVNnaAvv3U/nFrl2prSAIdr6+upMR60NfvVh1jZ06AQHUf3Q0cOUKBfFZWZEQ3rw5UKNG1sbPZA0W7MzJ/9s787ioqvePf2aGfVd2FARxX0BFRcItJRHL1DTNPbNMcyvzm5lbZaVlLv3MtCyXCpc0tcV9w9zFfUFxQ0VlERWQfZnz++PhzJ2BYRhgYADP+/Wa18zce+69527Pfe6znfR0oFcvzDz5CkyQi41pLyMXZghu9lRV2LE8rlhzc6qqPmoUvTV99hmZwQUCwfMDV+wSEip+W2VJnrh0iYqot2tHrtHSjN+6c6f0Ozoa2LtXezt1N2xxCk2bNvR9507ZKhJUB8qSOAGU3mJnYQF4edHv33+n7+bNARub0m1XYBiEYleZZGcDO3ciIG47AOBGdj0AQN+299GsGTW5cYPcCPqi7ooF6IZctUpKP4+NNUTHBQJBdSAzU8qsrwyLnbbkifT04mXYgwdAWBiwezfFth0/Dkyfrv/2duyg71q16HvpUu3ttCVOFMbBgWrcATXXamdIxY4xSbErbLEDJHfsunX0HRhYum0KDIdQ7CoTNb9BPqTS32FN76BuXXq7ycsDbt7Ub3WMabpi1eEZS0+elKfDAoGgOsGtdUDlumJdXCRlANDujk1PB159lZS7pk1ppAKAZJQ+FrPMTODAAfq9ciV979ihXV4WLnVSHDwuWSh2mmhT7B48oHNoYkKu18JwJZoXzBeKnfEQil1loqbYMZB/oC5i0axWHGQyqKx2+rpjU1OlEcm4xY5TuzZ911QXg0AgKIr6i1x8vP717LKyKBFhzx79t5WeLilQXl70wOcB+nFxQKdONCbrkycUq9W3L2VKOjkB//4L9Okjue/0KfMUEUHKXd26wGuvkeWPMWDt2qJt9bHYAVKJqJqaGWtIxY7H19WvL8WJq1NYiRaKnfEQil1lwseJlcmBAsUuDDshy8wAUHrFjsfX1apFWU/qODrSt7DYCQTPD+oWu6ys4gdyL8xff1EG40cf6b+tHTtI0apfnyxwgOSO3bSJMvP//JNi6bp2Bfbto2SGv/6iZQBJGdBnxALuhu3Vi+Lm+vSh/6dOabZLTKQ6akDJQfs1vfZnWRU7rqCrXz/Fxddx1JVoGxvpeSaofIRiV5kUWOyYTDrsYdipMrtx4aivYlecGxYQFjuB4HlEXbED9HfHXrhA39evF59pWphNm+j79delBAV1xY5z+7ZkqTtwQKolB0ixWsVZ7BISgOBgwNtbcr/26kXfrVvT97lzmpbJlSuBnBxSKEtS7HgCxd27QFKS7rbVkYqw2GmLrwM0LXZt29L4vALjIOrYVSYFElMpoyveRJ6P7sr9QAa92pTWYlc4cUIdYbETCJ4/tCl2xT2I1bl4kb4zM8kT4Ompu31GBrCdcsDw+uvSdK7YcSXg55/J7XrvHgXVF+4LVwa0KXaMAWPHAseOSdOcnYHu3el3y5akPDx6RHFddepQ0sby5TR/4sSSS3zY25Ol6cYNckWrK0CvvCJtq7piSMWuJIudtze54/PyhBvW2AjFrjIpZLHrWPcO7O49IykJSbGLjqabw6SEs6Ne6qQwXLETFjuB4PmhrBY7rtgBZLUrSbHbsYPElo+PZPUCpCLFACldAwYAo0cXvx6u6GlzxW7cSAkWJibAli00Hnb9+lIJDUtL8nJcvkwWwTp1gK1bSS66uAADB+reB06HDqTYbdyoOT08XMr6rY7k5Ejyv7SKHT+P6tdTSRY7ExNSkq9eBYKCSre9ymTZqWVYcGwB4tPi4e/mj6VhS9G+Tnutbbuu6YpDdw8Vmd6rYS9sH0JvNowxzImYg5VnVyI5KxnBnsFY/vJyNHQsIcCzAhGKXWVSrx7AGI4dUMJ9GDAh6CxwDyrFrl49ElaZmVRgs6TA35gY+hauWIFAABS10Ouj2CUna5ZFun69ZEuVNjcsoDnCQGCgpqKnDW6xu3mTQpC5+y4hQRpVYtYsqYB7Ydq0IcXu3Dlqw8ufvPsu1fXUh6++oixPXiYmPx/45huyBD57VroRG6oS/Nybmkov+vri40Pft2+TkSE7W7pGirPYAcAPPwD//UfWzqrIxssbMWXPFKx4eQUC6wZiyYklCP09FNETouFi7VKk/ZZBW5CTn6P6/zjjMfxX+OP1ZpKZ+puj3+D/Tv4f1vZdC59aPph1cBZCfw9F1PgoWJhYVMp+FcboMXbLTi2D9xJvWHxhgcCfA3HqwSmd7ZOzkjF++3i4L3SH+RfmaLS0EXbc2KGa/2nEp5B9JtP4NPlex5VoBLp2k+PhQ6B/u3s0oUCxUyioqCNAAcYlwYdt4bEm6ghXrEDw/FEWi92lS5r/S0pkyMwk9yqg6YYFNBW7l14qedteXqSAZWeTu5Yzfz69lLZqpbvOHZd9Z8/SiBRHjpDlaOzYkrfNqVsXmDOHFLyvvgK+/lpSSKtzHVDuhnVzK92oEwCdFysrsvrdvi1dE46OupXErl2B2bOrbnzdohOL8E6bdzCq9Sg0c26GFa+sgJWpFVadW6W1fW3L2nCzcVN99t7eCytTK5VixxjDkpNLMLPzTPRp0gd+rn74te+vePjsIbZd21aJe6aJURU7rj3P6TIHZ989C39Xf4T+HorEdO3275z8HLz020u4k3IHm1/fjOgJ0VjZeyXq2GoGmTV3bo64D+NUnyNvHamM3Sk9PJW1QLEDgHHj6PvLL3UrZcnJUiyeNrO3sNgJBFWDvDwa3q95c+DECd1tnz0jS/yZM1S898gRGhlB37IlXLHj978+ip26GxYoWbE7d45ElqurlFXKUVfsevQoedsKhVQkmMdwpacDq1fT73nztJfW4KgnUPBlXnkF8PAoedu64K7omqDYldYNC9BwYNwyd/Wq7sLExubZs2dITU1VfbK56bUQOfk5OPPwDELqh6imyWVyhNQPwfH7x/Xa1i/nfsEbLd6AtZk1ACAmOQbxafEa67S3sEdg3UAcj9VvnRWBURW70mrPq86twpPMJ9g2aBuCvYLh7eCNLt5d4O+mmfpkIjfR0LKdrJwqY3dK5v59esV9+236r0WxGzmSgoKTk0m5Kw7+gGjQgAKKC8Pfqp4+1T/LTSAQGJYHD2jQ+c8+oxexuXM15zNGI8V0706WFTs7iiNr25ayRzt1IreYlxfVbps4kVyT775LY5326EFjcf7yC62PK3Y8Xrc0Fjv+gliSYnf2LH23bVvUEsQVOzs7oL32sKUiFM6M3bCBChzXr1+yctiqFX3fuycdg1Gj9NuuLqqLYpeZCURGalf8y6PYAZrJfCUlThiTZs2awd7eXvWZN2+e1nZJGUnIZ/lwtXbVmO5q7Yr4tJJvlFMPTuFy4mW83eZt1TS+nNZ1pldChfBiMFqMHdeep3eU7Owlac9/R/+NoLpBGL9jPP6K/gvOVs4Y0nIIpgVPg0Iu2X5vPLkBj4UesDCxQJBnEOZ1nwcve69i+5Kdna2h5T8rPPKxoUhJATZvljQxLYqdQgEsWEBjKS5dCowfL9V8UodniqmXDlCHv7EzRkoi/y8QCCqP118ny5u1NVmidu+m2C1nZ7rtx44FfvtNcxkLC7pfLSxIcbp7l94JeRa8Nq5doyQFrtg1bUrWvtJY7AYMoL7GxJALzsxMe3uu2BW21gGUGQlQ8eCSkr846rXsGKM4LYCOjbwE04O9PcXH3bpFcs7VlbZdXqqLYvf55+S2/uqroi5rrtiV1Xqprtjl5dHvqmixi4qKQh210hDm+gZXlpJfzv6Cli4ti020qEoYzWJXFu359tPb2By1GfnKfOwYsgOzOs/CwuML8cV/X6jaBNYJxJo+a7Br2C4sf3k5Yp7GoNPqTniWXbyyNm/ePA2Nv1lFVVYsKFCsklZcsePDRxQQGkrxKbm5xQ+QfbxA9y1OsTMzk7LHRJydQFD5XL9O96lCQa7VgAASAZs20S3fuTMpdQoFuWpPnqTyErzkyK1blFSQnEzFff/v/+jhPW4cxYQtX07lRADK3szI0FTsgJIVO6VSstiFhpICmp8vJWZpgxfzVc+G5fTtS2VQli3T8yBB02IXGUmKo7m5/pY39X4MH67bdasv1UWx456buXM1YxQBw1ns1F2xVdFiZ2trCzs7O9WnOMXOycoJCpkCCekJGtMT0hPgZuOmcxvpOenYcGUDRrfWTPHmy2ldp7XudVYkRk+eKA1KpoSLtQt+6v0TAjwCMKjFIMzoNAMrzqxQtQlrGIbXm78OP1c/hDYIxY6hO5CclYw/rvxR7HqnT5+OlJQU1SdK30Jypd6BAp8ojyzlr1I8JUyNAQPo+9y5oqvJz5duaF1p5SLOTsDhltviBmevTty4AfTvT8pNVS5HwctnhISQ8jJkCP0PDwemTSMFydER2LuX9qV9e+0ZmNbW5KqdOJEsMz/8QIrg2LHAW29JNcfu3pVe4rhil5hYRLRocPcukJZGL4KNG5c8EkRWFiUpANoVO4WCCgiXJguTb/PcOeCdd+j3wIHSeNcloZ48Zgg3LCANdVbVFbvbt+k7MxP43/8055VXsePXUFWPsdMXM4UZAjwCsP/2ftU0JVNi/+39CKqruz7LpqhNyM7LxjC/YRrTfRx84GbjprHO1OxUnLx/EkGexqv5YjTFrizas7utOxo5NtJwuzZ1aor4tHiNlGR1HCwc0MixEW4+0TJSdAHm5uYaGr9tReW3c8WOW+xatiSzWkqKJC0L4BXTeUV4da5cIWFsaytl0WqjJmXGMqZ/ALlAk3v3qHp/rVr0AHd1lbIajUVeXtliP8+coX3ZsoXcUF5ewJgxUo2tqgRX7N54Q/qWySiMglu01q8HXnyx7NuQyahMEkBJFtxi16gRzVMqdY+owN2wzZqR67Qkxe7SJVIUnZ21l1kqC1xZePKE+mNrW7qhzfjx69LFcMNYVQeLnXoJEgD44w8aT5dTXsWufn2SFxkZ9DEx0R4WVJ2Y0mEKVp5dibXn1+Lqo6sY9+84pOemY1QreiMYsXUEpu8rmob9y7lf0LdJXzhaab6xyGQyvB/4Pr44/AX+jv4blxIuYcTWEfCw9UDfJn0rY5e0YjTFrizac7BnMG4+uQklk54I1x9fh7uNO8wU2gNC0nLScOvJLbjblvHqNiSFXbEmJpLJ7Yhm5m6LFiSYExLoow6PrwsM1J1WXlMsdufOkdVi8WJj96T6sXcvWVaOq4WtJiYCgwfrP8JJaZk+nSxJPC6nMA8f0juNuzvFkeZofycrwpkzVE7h0SN68QkMpIfbypVkXejZk6xZt24ZbFfKzJUr9DEzI/ckQAb6bt2kNhMm6FcSpCR4XFtUlGSRdXaWQnl1uWO5R8DPj75LUuzU3bClLaFRHI6OJO/MzMgqef06/deXDh2A06epOLGhUFfsquoLJc+WtrGRqiksWEDfjElKX1kVOxMTTQudr69h3NzGZFCLQfi2x7eYHTEbrX5shfMJ57Fr6C642lBI2L2Ue4hLi9NYJjopGkfuHSnihuV8FPwRJrafiDH/jEG7le2QlpOGXcN2Ga2GHQCAGZENlzYw87nmbM25NSwqMYqN+XsMc5jvwOKfxTPGGBu+ZTj7eO/Hqvb3ku8x269s2YTtE1h0UjT7N/pf5rLAhX1x6AtVmw93f8giYiJYzNMYdvTeURbyawhz+saJJaYl6t2v2NhYBoDFxsYabmcZY+zECTI8+fhI0z7/nKa98UaR5g0b0qw9ezSnDx9O02fP1r25gQOp3ZIlBui7EfniC9qP+vXLtnxcHGP//MOYUmnYflV1EhMZs7SkYxcQwNjNm4wlJTHWtStNa9SIseRkw27z+nVuW2Vs376i8x8/ZqxFC6kN70d8fMnrfustat+pE2MpKXQ+jxxhrG9fxmQyzXU2aMDYhAmM3blj2P3Txr//Mta9O2M//MBYTg5NmzWL+tG7t2bbX3+V9jk93TDbnziR1jlsGH2bmNCx8fOj/7t2aV9OqWSsaVNq8/PPNO233+h/167al3nnHZr/ySeG6TsnLY2xJ08Mu87ykJkpXUuPHxu7N9rZvp365+fH2Nmz9NvGhrHcXMZu3KD/Zmblu84GDZKOQ58+Buu6Qaiw53QNwKgxdqXVnj3tPbF72G5EPoyE33I/TNo1CZMDJ+Pjjh+r2txPvY/Bfw5G4+8bY+CmgXC0dMSJ0SfgbK2lJkhlU9gVCwAdO9L34cNFXg25O7ZwnSlemLikYVtqiiuWBwXfvk3hiKVl0CCqSh8ebth+VXW2bqXYm5YtySDs60vXxMaN5Ea7fp0sL8uWFcnfKTPr10u/N2/WnJeZSTXGLl8m69U331B5jOvXqVp9SfDrYPRoiiuTycgtu3UrxQDNm0fuOBMTuk6+/54sfIYe3H3+fHL/7tkDfPstXVv79wPvvUehEUOGACsKwn4HDdJcdtgwSp6IiJByp8oLd8Vy61utWnRs3AoiWoqz2J0+TfFTlpZSoeGSLHY8I1ZbfF15sLamflcVLCwki2dVdcdyy7SvL1lc7e0pROf8ecklGxhYvuuMx9kB1Tu+7rnD2JplVaTC3gTy8uj1KS1NmpaWRq/YQBHzAjfmDR8uTUtNld6gEkswQs6YQe3GjzfgPhiB0FBpn5ctK92yV65IywYFFZ2fkWE4y4khOXSIsaVLGTt9mt7A9SUrS/rdvTvt99dfF20XGcmYk5N0bNq3Zyw/v3x9VioZa9xYWqeLC13ynMmTaXqtWoxdukTT+vbV/7xy65I2S6A6KSmMbd1KFl6AsW7dSncMdRERoWkZ5J9XX2XM2Vlzmp0d3a8VzebNtD25XLIGMsbYiBH0f/587cuNH0/zhwyRpiUnS/1PStJsn51NFiCAsdu3K2ZfqhJt2tC+/vOPsXuinfffp/5NnUr/X3mF/n/7LWNDh9LvWbPKt40//pCuh1Wryt9nQyIsdsVTrbJiqz0KBb0+WVtL06ytpdffw4c1mmtLoODWuzp1tBcmVqemWewAqgOmi4wMsmS+/z6JI160FKA4M/Xhk3bvpvgkNzfKNlQrJ2hUsrIos3DiRCoC6+5OJSR0kZ1NViRbWyqDkZgIHDxI8woP+wTQeu/cIauWtTVw6hRw9Gj5+n3+PFnOzM3JEpeYKIWO7t8PfPcd/Q4Pl2Ko+DWsj1WN13FTK1mlFTs7imv76y/atwMHdA9LpS+MUXFggO5NR0e6pb/7jgarv3WLjv2iRXTdHT9eOeOMcosddwhwyxe32PHMSXWysyXr6siR0nR7e6mkhXpcJkAxgzk5tH4e11eTqeoJFOoWO4Cs1QBw6JBksevatXzbUE9GERa76oPRChQL1OjUiZ6sR46Qr6YAHtB89apUMJS7W3jFdV3UhOQJxqgkA+fAAd3FU0+dolIwJ06QC/LXX2l63bqkGPz0Ez14Z82iMSE5M2aQW61pU3po2dnRZ/jw0gVyG4IzZ8g1amFBSlJSEvDqq9TvSZOKBq3HxlJ5CF4CZ8oUKgmiVALt2kkDehfG2poKYJ85Q8Mx/f47XYplhSsKr7xCCs2aNcCff9Lxe/NNmjd2rGYBWV7S4tEj3etOTaXhtoCSFTtOixa0XwMHkrt5/vzyjWG5dy+9e5mbk6Lt4kJ94veZrW3pxig1FIWVLK7YdepE7u7wcKpz5qI2xvn27fTC5+FBpVTUeeEFyjI+elRzMHf+ohAQYLjEiapMZSh2ubl039y4QXI6I4OSjvLz6dveHvjkE+3ZqFyx4/O4Yrd7tyQjO3QoX/8aNqTrOjvbcBnHgopHKHaVyZUrJGnr1aNaDZyOHYGFC4tkxtarRzd2SgoJWj8/sooAmrWbiqMmWOyePJEsabVr0/8TJ6i4qzbUB0EfM4aUGw8PUuh69aKCsHwcToDiooKCSNG7c4cyjnnWMUCxUocO6adIGwpuOQsLo3i48eMp8/P998kiFBZGSoujI7BjB7B2LQlyBwd6ez9zRsogHjiw5O0NG0YK0B9/UBHc27dJEcrOpng1hUL7d+FpPIZx8GBSftasAdatI+Xu4UMa/u7bbzW3ra/F7sED+razK50V7LXXqC+ZmXR+uXWjtKhb6957T1Iuq8KILo6O0sgWgKTYvfwyKfaRkRR/yK+JlBT6D9C5L6zsBgfTMGfq9wEglW/hWb41Ha7YFS78ayiuXqUXR55pXBxHjtALK69XCJBc45ZYfk23bk0Zsmlp9L+88XUAKYf79pEXQX0cYEHVRih2lcmDB2RC8vfXVOyCg+n7yhUyTRTcwTIZKXOHD5ML1s9Pstjpo9jpa7HLyyOFSf2NvqrAhaqrK1kW1q2jN1J9FDvumnrzTaqqX78+CcPjx0lh/uUXKnQLUJD7+fNUcT82liwxu3ZRokpYGD3kirN8GRqu2AUHU3mBH38kN8j06eTq5MVC1enUiZQzExNS+rhw1+aGLUzXrpJF88cfyS1duMSOvtjakgItl9Nvfu01aEAKnnoUAqC/xY4rdqWtnaZQkGvxwgW6vcqq2O3ZQw9XKyvg449Lbl+Z8Fp2vHwNv+9lMhpvukcPKgMzZQo9qEND6XjY2Wm3MPLRbE6dkiw/t2/Tf7lcKp5e01G32GVlkcU2O5teFLp1K3otl4bDh+m8ZGWRIv7GG3QvWFvTPc9flubPp/v9rbco6YZbSuPjaVmFQiqmbGJCMoOHq5TXDcvRd8xfQdVBKHaVibasWIDMFi4uFJR044bGIIxcsbtwgZSPy5dpuj4WJG6xK0mxmzmTDIkREcUrTIXJyaEHRY8e5CasKLgb1suLtrVuHT1kv/xSe3uu2AUGkjKcm0tCUS4HPvyQrF+BgeT+UFfUTE3JutGunTTtgw/oeFy8SMrKpUv6j39ZVhiTLCVc35fJqO9vv01vz/v2kcKblESWow8+0HShfv017WfHjlL8lS7kcsrk/OYbYPJkmta8OVneuEtI3T2k63vgQMqyBMhtvGgRWRpnzZKmq6OvxY7H15WlKG6zZpJiV9ZrddEi+h4zpmq+AHl7S4qdenZpSAi56A4dopeDzEya7uJCCoC2l5XGjUl2PH5MLzvt25M1FyCFxtW16DI1Ea7Y3bpF95K6ZW3cOGlM27KwbBkpZl27kqW7uPFcAwJIBv35J4WJmJtT7cM+fWh+vXqateW6dDG8Yieohhg7e6MqUmHZNrzwUNu2RecFB9O8DRs0Jv/0E00ODmbswgUp206fmmyJiVJGE6+vpY3WranNBx/ovyt//03LtGih/zJl4bvvaDsDBlAdNoAxC4vi9189E/jSJSodqM7166XLkHz4UMp2XL++7PuhL9euSfuYnV22dSiVjO3dS33Xl4sXpWvFyYmxmJiybbtwP0q6Tk+fpm16eOhux2sZjhpV+n7wZYcNK/2yjDF2+bKUdVpVs0Hfe086fwsXas47dowxhUKa37Qp1TnTRe/e1HbRIvrv769Z7+554M4dzSxnBweqB8mv17LWxVQqGXN1pfX891/J7ZcvL5qFzWuUvvSSZttjxwxTv646ILJii0dkxVYmhUeeUKdhQ/q+cUNj8ksvkbn96FGKrwLIWqdP8LL6m7u6i1IdxqSaVadOlbxODh8B7eFD/ZcpC+oWOx7XlJVV/P7w6bVqkUsyMFBzfsOGpbO6ubtTdipAVd0rugo9d8O2a1d8gkhJyGRkqSlNxfmWLckyYGlJ1gFDZD3KZCVfp9wVm5Sk+9iWx2LHh90rNGqf3ixZQt99+1aeO760qFtmC9eDCwoid97Fi+QUuHyZXOO64O7Yo0cpFuzCBbpv+vUzbL+rMh4e0vVrZUWWsCNH6B55+FDynpSWa9co1MHCQj8359ixdA727CHvAyBZUAsnVXToAHz2GYWZGKpOoqD6IRS7yqQ4VyxQrGLn7S2VI+BFT/WJrwNIEPOA1+ISKOLjpaDrs2f1HySeu32ePNF/SKiywGPs6tUjQcjdyzzmqjDqip2heO89EuZnz2qOxVgRqMfXVTZ79pACpa873hBwV2xOjpT1qg19S51ogyt2V69K71b68ugRJdwA5FKuqqgr4tqufV9fUt6dnbWLn8Lw6+/QIeCdd+h3aGjVSBapLExNqRKViQkV227fnmQQd3GWVHqpOLgMCQ4m16o+NGlCL/kLF0ovQ0DRmFGZDJg9W6O4guA5RCh2lQl/qmirucBfoQspdgCV4lBfRF/FDig5gUK9wnxmpv5WjatXpd+Jifr3p7SoW+wA6cFekmJnyAwuR0fpTblwVqehMaZiZ25e+Q9uKysp9k5XnF1ZkycAsmqYm5OlNyamdMv++isFzAcESIPEVEV0WezKQtu2pNgkJdE1aWYGTJ1a/vVWN/bvp8QR9RI9PXrQd1kVO142piwxcA4OZJHjlDUZSFCzEYpdZVIGix1AD6bhw6X/pSm9wS1cv/5KAmnXLs35hTfHhyvThVKpqdjpGmS8vKhb7AD9FTtDD0/0wQf0NrxjR/HDLZWXpCQp47Wk4eJqEtxqpysztjwWO54ZC0iWZn3Zt4++hw2r2rXb1C12hlDOLS2lGnYDB5L78HkMxre3l5IoOKGh9H34sPai5qmplMCk7SWZsfIXDx4zhiyJ5uaayV4CAUcodpVJ795k3tq2reg8brFLSgKSk4vMnjGD3podHTXH7ysJLuR/+onS9b//XnM+V1K4rqlPnF1srObYomUtjVESWVnSuktrsTO0YufrKxUALVRu0GBwC0Dz5pJC/jygHmfHYYyu+blzyWLGlb6yWOyAssXZ5eVJFlR+7qsqLi50HE1Mis+wLC3h4fTStnFj1Y0tNAZNmpCyl51NrurCTJ1KJXECAkjeqseOXr1K17KlZdmVMhMTGls5Jqao0ikQAEKxq1zMzck8oe2V2tZWGgNIi9WuQQNKtz92rHRB9fxNnrtyCytEfFO8+rw+ip26tQ6oOIsdr/hubS0dMmMpdgC5pwBpIHRDs3kzfT9PAeqAdovd9etUT2/2bMnCYW5edoW3LIrd+fMU92dvL40CU1WRyejFbe9ew70UWFo+P6VNSoNMJlntCrtjExOl0W6ysynxqn59SryZO5cKjQOUnKJvfJ02rK1LlxwleL4Qil1Vgrtjb97UOrtFC6BRo9Kt8osvKPibu5QKZ7FyxW7oUPq+ckV3EDtQ1J1VURY77ob18pLcYLoUO8YqVrHjQ/pWhGL37Bmwcyf9fl4KwHK0WezUraJ8jNk6dcruDuXDIZVGsePWmE6dyjcUWWXRqtXz6S41Blyx27RJ84Vk+XJS6Nq3p1FczM1pxJO//qKXFJ5h/eKLld1jwfOEUOwqkxMnKMWyuMqWOuLsyoqTE8UHcYtFYqKU+apUSjpk585k1mes5CFuuGLHy4ZUlMWOJ06oB4brUuz4OItAxSp258+XPruyJHbsoAdCgwZV3zpkaLRZ7NQVO67wltUNC0jX/7Vr+p87rthVdTesoPLp1YsscQ8f0ug1OTmUfLZsGc3/8EOy1sXF0fjWS5bQKDB8+Lfn7eVNULkIxa4yuXaNXun+/Vf7/ApQ7DiOjlKFcq6IxcaSMmFmRlYxXlOpJHcsd8XyGJHKsNhxePyQtvp53FqnUNCYiYamYUNab2am9mG9ygN3ww4YULWD9CsCbaNP8Ng2dcqSOMGpX59KVWRllfziApDyd/gw/RaKnaAwVlbAP//QsGyHD9O4vEOH0suJlxeNUQzQC+aLL9KILn/8QS/Wyck0uodAUFEIxa4y0VWgGNBZ8qS8yOVFlSKeOFG/PilDPBOTu221wZhksePuhIqw2KkPraWu2PGHe2Ji0fp56m7YilCO5HIpI9mQ7tj0dLLYAfqN7VrTKDxebEIC3QIymRTXCJTPYqdQSA/bL74ouf3ly/QAtrEpXXkhwfNDs2bAhg0kF/btA7ZupemTJxdfBF0ur/hhCQUCodhVJrzcSXEBOxVosQMkxY67MflmeNxe3770feCAVJvu/n3NkL/4eHrgyeVSIduKsNjxLF5TU2lcRICUAJ48EhenuUxFxtdxyhNnxxhw/DiN49qhAynUDg6UGJKRQZmHz6MSUdhix611LVoAo0dL7cqj2AEU4ySXk6UlMlJ3W+6GDQ4WD2JB8YSFkbz8+GPK4l68WBqpRiAwFkJkVSa66tgBksXuyRP6GLhabHEWO65P+vqSezUykoaVeuMNUjQyMsiL7OkpuWF9faXYN0Nb7K5ckar8z59PD3iOTEb7cecOKajq8XdVWbFLSaE6grrc3O+99/y5YYGiFjseX9exI2UIv/ceKcXlccUC5P4aNoyyFmfPlmL3CsMY8Pff9Fu4YQUl0aWLuE4EVQuh2JWD/Px85Oo7BhcARVYWTAHkA8jNytLSQEGaVWIiBXEZ2HzTpAkpQs+eSeOt1qtHQw3x7owaRZs/cIBGq7C2ps+6deRiuHmTlunYkRQorlilpJQvfV+dOXOozEKnTjROYuFD1bo1PXwTEzXnZWRQfxo2LLqMoWjdmraRlETb02d4JoDyZRIS6Bz06EFubFdXstiZm1NpiVq1Kq7fJWFqagqFkVI/i7PYdexIx2joUMoqNETR5tmzqT7brl00PJM2t9mWLTTigKkpBcbrQ2llgUAg0I0xZVJ1R8ZYRQ9rXv24f/8+PD09ERsbi7pa/D+MMcTHxyNZSyFhXdQKD4fbl18iNTQUDxYv1t7o0SPSGCwtqeqoAUlJITeqtTVZSR48oCxSV1cKLAfoP3fVymRScU25nCwmcXHUxsGB6nvxzNU6dQzjsmJMSprw8JASPtThh6hWLQpe5qSmkrJqZSUpC4aGMUo6Yaz4/hUmL4+spIxRv6rq4NwODg5wc3ODrJLNhklJ0vlKTqZrMy+PrLL16ukeia8sTJoELF1Kv/39yTLduDG9U9naUgHwuDhg5kyqPaaLssoCgUBQMrpkUknP6ecZYbErA1yQu7i4wMrKSu8HoaLAR2htZwef4kq5u7sDt26RFlC7NmlPBuLpU1K+rK3pgclHj/D11Sx6rFBIQ+VYWVGSQl4eKXoODrSOhg2pXU4OlU+pU8cwCktODm1bJqNtaDu0FhZkTXR01CzSmZBAfapVq/xuO10wRpmxLi76jUn74AH11cqK4uiqmruVMYaMjAwkFgRWuldy5dPatenFQamkQVny8iiejifNGPqlffFiKn8yfTpw4QJ9OE5OpGg2bEgxUyVRVlkgEAiKx9gyqbojFLtSkp+frxLkjqUt8f7OO0D//lBYWkLBTWSFsbCgESji4khTcXIy2JPN2pq+8/MlS5yJCVkp1J9HTk6apUZSU8nixJW9unWldZmakmInl0tWv/LAvVlmZtLg8IXh0xnT3CbfBwsLw/SlOGxtSbF79IgUNhMTIC2NFGWu6CqV1D+lkuYBdCyL2ydjY1nQscTERLi4uFSqC0Qup+P46BHFVAI0TmlF6UgKBfDuu+Rm/flnyoC9epXqE3J38I8/lnwNlUsWCAQCnRhTJlV3hGJXSngcjVVZzFN2dpq+w+Jwd6fkiexsSl2tX79044gVA3cb5uZqWuQKP0Br1yaLmI0NfczMSM9kjBQT9WeY+joNQXY2feuK1+OHonC5E16cuKLvf3d3cmvz06NQlDxaR61aFVNbz5Dwazo3N7fShaiTEyl2167R/wkTKmebH38s/X/yhGJLHRz0GxmgXLJAIKgJZGaSQK4geWFMmVSdEYpdGalQl4tcToO83rhB5p6oKMqYLadmwJWw/HzJiqTtmWRiQnFGHDMzyUWlPryX+jorU7ErbpuGjsXStf2GDUkJ4Qoyd1Obm9N8uVzzU9WVOqCCr+kScHaWMq67d5dGiqhMatcu24gAwv0qeC559oyS/OzsSj/WpZ6Ie6tsiDp2lcmBA8D//kcDDJaErS1VwLS0JFMU942WA4VCyuJMTaVvfV2DXl5UnNfWVprm7e2NtWuXAJCsZerk5FByBd9WREQEZDKZzkBzrtjpMlCqW+wSE+nQ5OdLfaiMumPx8XfQurUMd++eh6MjlWTx9SU3tasrKSqOjmSps7evHmONGhNe8gSg5AZB9cLb2xtL+ECoeqCPLHieuXPnDmQyGc6fP6/3MmvWrIGDPkG/xVDqc8KLnaamSm+4giqBUOwqkxMngG+/Bfbs0a+9hYVUZC4jo8wDlMpkMshkMsjlMgQEyNCunQytWtG3k5MMn376qR7rKKqcREZGYsSIMQCKWs/S0sgC8+gR5YLk5QEvvPAC4uLiYK8jIYS7V/Wx2PEM2sRE2k5lWezU8fWlhIjylnopr1Cu7vCsWB8fGp5JUDFwWVDcRx9ZoI3IyEiMGTNG7/b6yILnGU9PT8TFxaGFehHPCqbwOdEpk3JzKYWdoz4eoMDoCFdsZVLSkGLaMDOjT04ORefrE6NXiDi1IRqWLt2I776bjc2boyGT0YDztraSn5Axhvz8fJjoYfZydnaGQkHxeOqK3ePHVKqCJ2jk55Py5eFhBjc3N53r1McVK5dLh4RnU6alSYe3oi12OYWD+wTlJiQE+OUX4PPPhXWzIlGXBRs3bsTs2bMRrTbwsY1N2WVBaTAzK1kWFAvPSqrBF4pCoSj78SkjpTonSUl0HkxM6K398WMqRVCDz0l1QljsKpOSRp4oDi5sS4rQLwY3NzfVx97eHjKZDE5ObvDyckN09DXY2tpi586dCAgIgLm5OY4cOYJbt26hT58+cHV1hY2NDdq1a4d9hQaR9fb2xk8/LQFAip1MJsPChT9jwIB+CA62woABDXHtGpXwT0gA9u/XNPXzN8Ldu3ejadOmsLGxwdixPZGUFKdS7PLy8jBp0iQ4ODjA0dER06ZNw8iRIzFjRl80akShHfv3b0ZYWEsEBloiJMQRr7wSgvT0dOzZswcWFhZFXAuTJ09Gt27dVP+PHDmCTp06wdLSEp6enpg0aRLSeS2Ygv2cO3cuRowYATs7O62WCW1vt9u2bdOIEblw4QJefPFF2Nraws7ODgEBATh9+jQiIiIwatQopKSklNtyUl0ZMICM0sOGGbsnNRttsoD/v3atfLJA3RUrk8nw888/o1+/frCyskLDhg3xNx/OA0XdftpkQc+ePTUUUZUssLcnWTBlCkaOHIm+fCxEAJs3b0bLli1haWkJR0dHhISEqO7l4mSJ+vJKpRLz5s2Dj48PLC0t4e/vj82bNxfp9/79+9G2bVtYWVnhhRde0FCO9TleMpkM27Zt05jm4OCANWvWANDuiv3777/RsGFDWFhY4MUXX8TatWt1uk4fPXqEtm3bol+/fsjOztZ735KTk3XLJMYkC13duvQWnp8vDf0jMDpCsTMEjJE1raRPZia1Vyr1a88/cjktm5ioOb0MtaXVX77V4+s+/vhjzJ8/H1evXoWfnx/S0tLQq1cv7N+/H+fOnUPPnj3Ru3dv3CsU68df0LgR65tvPkNIyEDs3XsRr77aC+PGDUVOzhPk59NLXeHDlpGRgW+//Ra//fYb9uz5DwkJ9/B//zdVtd6vv/4a4eHhWL16NY4ePYrU1FRs27YNCgUZL1NS4jBjxmD07v0W/vjjKlasiMBrr70Gxhi6d+8OBwcH/Pnnn6pt5ufnY+PGjRg6dCgAEsI9e/ZE//79cfHiRWzcuBFHjhzBhEJpmd9++y38/f1x7tw5zJo1q9THHQCGDh2KunXrIjIyEmfOnMHHH38MU1NTvPDCC1iyZAns7OwQFxeHuLg4TJ06tUzbqM7oU+y52qDrfi48vIg+MkNXWwNTVllQmM8++wwDBw7ExYsX0atXLwwdOhRPnjwptr26LPjvv/9w7949jftAJQtmzcLRn39Gany8hnIUFxeHwYMH46233sLVq1cRESHJAo3lC8kSdebNm4dff/0VK1aswJUrV/DBBx9g2LBhOMQHDy5gxowZWLhwIU6fPg0TExO89dZbqnllPV66iImJwYABA9C3b19cuHAB7777LmboKLQYGxuLTp06oUWLFti8eTPMzc313jcAumXSs2fkWuFFQ3mAbGJimZ5JggqACYoQGxvLALDY2Ngi8zIzM1lUVBTLzMyUJqalMUaXdOV+0tJKvW9LlqxmNjb2LDKSsYQExg4ePMgAsG3btpW4bPPmzdnSpUtV/+vVq8e+/XYxi4xkLDKSMQDsrbdmsrg4xpRKxtLS0hgAtmnTThYZydiKFbStkyefsvPnGZszZzUDwG7evMkYY+zpU8Y++mgZc3R0VW3D1dWVLViwQPU/Ly+PeXl5sT59+jDGGDtz5gwDwP7++46qH0ql1OfJkyezbt26qf7v3r2bmZubs6dPnzLGGBs9ejQbM2aMxn4ePnyYyeVy1TmuV68e69u3r0abmJgYBoCdO3eOMcbY6tWrmb29vUabrVu3MvVbzNbWlq1Zs0brsdW2fGWj9doWFIvO46Xrvu3VS7OtlVXxbbt00Wzr5FS0TRkpfM2VVxYsXrxY9R8Amzlzpuo/lwU7d+7U2Ba/D1ev1pQFjDG2bNky5upaSBbMns34jZ534gTz8vQsIgvu3Lmjtc8lyZKsrCxmZWXFjh07prHc6NGj2eDBgzX6vW/fPtX87du3MwA675vCxwsA27p1q0Ybe3t7tnr1asZYUfkybdo01qJFC432M2bMKHIM7e3t2bVr15inpyebNGkSUxYIw9LsW+H1FeHePToH/Djn5DB2+jRNe/So2GNQFnTdY7qe0887IsbuOUM9BEK91Enbtm012qWlpeHTTz/F9u3bERcXh7y8PGRmZmq12Hl4SIaDbt38wMM0rK2tYWdnh/T0RLi5SR5oboSkunhW8PX1BUAvgU5O7njyhLKtUlJSkJCQgPbt26ttT4GAgAAoC9za/v7+6NixOwYPbokOHULxwgs94Os7ALUKRvkYOnQoOnTogIcPH8LDwwPh4eF4+eWXVW7TCxcu4OLFiwgPD1dtgzEGpVKJmJgYNC2o+1L4+JSFKVOm4O2338Zvv/2GkJAQvP7666p9FwiqCmWVBYXx8/NT/eaygI8koA0rKyuN+8Hd3V3VXiUL6tenmQoFFAACmjVDQYAL/P390b17d7Rs2RKhoaHo0aMHBgwgWaCPLLl58yYyMjLw0ksvafQrJycHrQuN262+b3xUhMTERHh5eZX5eOkiOjoa7dq105imvi+czMxMdOrUCUOGDNFwjZe4b9nZVJxTH7jFmT9ATE3pIfDgAY23aGdnkLqrgrIjFDtDYGUlFYbTxaxZNJ7RxInAvHml28bNm5RWXqcO1dPg2y0lxblirflQEgVMnToVe/fuxbfffosGDRrA0tISAwYM0Jo44OGhvh5Nf5pMJgNjStStS6X4ABrOjG/OxERqn5PD2+tvzlcoFPjnn734889jOHFiDzZsWIoVK2bg5MmT8PHxQbt27eDr64sNGzZg3Lhx2Lp1qyqOBaCH1rvvvotJWmpsePExrVD0+BRGLpcX6XfhQeE//fRTDBkyBNu3b8fOnTsxZ84cbNiwAf369dN7fwXVBF3yoHCAuQ5lp0g87p07Ze6SvpRHFqhjalpUFnAlSt/2RWRBdjal6Pv4kEzMyVEpEQqFAnv37sWxY8ewZ88eLF26FDNmkCyoXbt2SbuNtIJztn37dtQpNCaheaFsLvW+8jhavm/6HC9t+1ZYXpQFc3NzhISE4N9//8X//vc/1X6UuG8xMUB8vH4b4Yqd+jFxc6Ms2fR0qnHVoEHVGzvxOUIodoZAJpM0FV18/DHw9tsUl6BPe3VcXKSxqkq7rBpcHtna6k5gOnr0KN58802V0pGWloY75Xyo8Pu8dm0pH4Qx2i1TUykjlmNvbw9XV1dERkaic+fOAChG7uzZs2jVqpWqna2tDP7+wfD3D8akSbMRFlYPW7duxZQpUwCQ1S48PBx169aFXC7Hy2r1NNq0aYOoqCg04FpnGXF2dsazZ8+Qnp6uejBqq0HVqFEjNGrUCB988AEGDx6M1atXo1+/fjAzM0N+GcvZCKogpblHK6qtgagIWVBa7O3t4erkhMioKHQOCQHs7ZFvYYGz166hlZr1TCaTITg4GMHBwZg9ezbq1ZNkQUmypFmzZjA3N8e9e/fQpUuXMvdVn+Pl7OyskRhy48YNZOioBde4cWPs2LFDY1pkZGSRdnK5HL/99huGDBmCF198EREREfDw8NC9b9nZwKVL0v8COaRVJjEmBVQXHs/R25uK6aek0IuNetFTQaUiFLvKxMWFPmWB3ySpqfR25eBAn1K+FSkU9CmpUHjDhg2xZcsW9O7dGzKZDLNmzdL5tl1aTEwka31aGum6hRU7AJg4cSLmzZuHBg0aoEmTJli6dCmePn2qeks+efIk9u/fjwYNesDKygW3bp3Eo0ePVC5UgBS7Tz/9FF9++SUGDBig8fY9bdo0dOjQARMmTMDbb78Na2trREVFYe/evfj+++/13p/AwEBYWVnhk08+waRJk3Dy5EkNy2BmZib+97//YcCAAfDx8cH9+/cRGRmJ/v37A6CswrS0NOzfvx/+/v6wsrISQ1UJykZaGo2PZqDyE3rJAsbogZ6XVzH1hpRKTBw4EPPWrEGDwEA0yc3F0sWL8TQ1FbIC5YPLgh49esDFxQUnT2rKgpJkia2tLaZOnYoPPvgASqUSHTt2REpKCo4ePQo7OzuMHDlSr67qc7y6deuG77//HkFBQcjPz8e0adOKWCzVeffdd7Fo0SJMmzYNo0ePxvnz51XypfDoDAqFAuHh4Rg8eDC6deuGiIgIuLm5Fb9vSiVGBgdLK0hKAhwdtcskHkMjkxXNdrK0lMajTEkRip0REVmx1QUrKzJ9K5V049y6RUOOadOG9KAkfXDRokWoVasWXnjhBfTu3RuhoaFo06ZNmbZVHFy/SksjWaFtV6ZNm4bBgwdjxIgRCAoKgo2NDUJDQ2FR8LZoZ2eH//77D++91wv9+zfCd9/NxMKFCxEWFqZaR4MGDdC+fXtcvHhRlQ3L8fPzw6FDh3D9+nV06tQJrVu3xuzZs+Gh7l/Wg9q1a+P333/Hjh070LJlS6xfv16jZIlCocDjx48xYsQINGrUCAMHDkRYWBg+++wzAJSFNnbsWAwaNAjOzs745ptvSrV9gUDFgwfk3tWRgVoaSpQFSUlkdk9JAe7fN8g2i5CcjGnDh2NwWBhGjB1LssDBAaFBQbBQKADGVLKgV69eaNSoEWbO1JQFJckSAJg7dy5mzZqFefPmoWnTpujZsye2b98OHx8fvbuqj+xcuHAhPD09VfFwU6dO1fki5+Pjg82bN2PLli3w8/PD8uXLVVmxhd3EAGBiYoL169ejefPm6Na1KxJPnsTcWbO07xsvEs1jcxITgfx87TKJC2kLC+0PEV5nlQ83JDAKMlaagKbnhPv378PT0xOxsbGoW7euxrysrCzExMTAx8dHQyDoxfbtQGQk0KWLfqOMF4ZX4k1JoaEWlEqKwWnUqHoMRlqIx4/J+GhtDdSvL3kD2rQpvtSfUqlE06ZNMXDgQMydO1c1PSOD1uXhQdY/Qekp17X9HFJlj9fFi+Quc3amgNaKgjFSItVjs2QyGl+vvEOxFOb6dVIW3N3JEglAmZeHpr6+GBgSgrnLlmm6BvWgOFlSXfjyyy+xYsUKxMbGFt9IqQQuX6brwc2N6s6pk55OQwTJZIC/P/3OzqZ22ooVJyRQgoSDgxQ0rU5uLnDhAv329y93DSNd95iu57Qulp1ahgXHFiA+LR7+bv5YGrYU7esUTUThJGclY8b+GdhybQueZD5BPft6WNJzCXo17AUA+DTiU3x26DONZRo7Nsa1CddKsaeGRbhiK5MdO4AffgBmzy6bYieX0xuRnR0J7ZgYujFjY4EmTapdsCrXRTMyaBcAst6rK3V3797Fnj170KVLF2RnZ+P7779HTEwMhgwZorEuKyvjDBwvEFQplEopBqoCatypYIyscwkJ9N/dnV46nz0jRc+QCmVODpCairtxcdhz6hS6hIRIsiAuDkN69qRtl6DY6StLqio//PAD2rVrB0dHRxw9ehQLFizQrLeZnU3HPz2dBKKzM7098+shJaWoYsetug4O5EJ3d6cEnfh4Wr6wK1/dYqcNU1PadkYGKeKOjuXdbYOy8fJGTNkzBSteXoHAuoFYcmIJQn8PRfSEaLhYFw2TysnPwUu/vQQXaxdsfn0z6tjVwd3ku3CwcNBo19y5OfaNkIpQm8iNq1oJxa4yKevIE9qwsKA3posX6UZ+9qxMw40ZEzMzkgPqww56emq2kcvlWLNmDaZOnQrGGFq0aIF9+/ZpxNAJBIIC1DMrMzMlq74hycsjpY6PPlCvHikBz54B0dE03d3dcCUvCiqby21ssCY8HFOnT5dkwbp1aOrtTTKQF8othuouS27cuIEvvvgCT548gZeXFz788ENMnz6dZqamklVTHcYkxRug6yE7W7Km5uRIVeO5AuboCMTFUbtHj4pa7bRlxBbGzq7KKnaLTizCO23ewajWowAAK15Zge03tmPVuVX4uOPHRdqvOrcKTzKf4Nhbx2CqIOujt4N3kXYmchO42VTuEHC6EIpdZWLoUepNTUmgJiYCDx+SuasaWe1kMrLa8ZFonJ2LVnDx9PTE0aNHK79zAkF1RD1QlTF6mOuTSatU0gPd1lZ6QczIoAd5rVp0syqVkkLHX1K5UgfQzWxjQ9azW7dIubOzK59iqTZ8lWfLlkVlwdOntC09rJMaskSpJI9HZqaUll/FWbx4MRYvXqx9Jre8WVjQJzkZ4HXzTExIEUtPJ6udiwvt/82bpKRbWEjnXCbTbbUryWIH0Lri40mx44kW/NuI5OTn4MzDM5jecbpqmlwmR0j9EBy/f1zrMn9H/42gukEYv2M8/or+C85WzhjScgimBU+DQi4dlxtPbsBjoQcsTCwQ5BmEed3nwcveS+s6KwORPFGZGNJix3FzoxuGx95VM7g7VqFQhc4IBIKyUri2nL7u2ORkUuyuXydF6vFjire6fVuy+ty/Ty+RSiW9gTVoICl1AMmhunXpOz2dFIezZ4EzZ6gMhrZyPjk5mtPT0iguIy+P/vPhq+Ry7cGzXGnNyNC+fm0wRvv19CkprmplR0okP58sWWVMWqsQGJNcHl5egK+vpqXM1VU6dsnJ1P7OHTpmJiZ0HtWfSY6OpAjm5ZHBgB9XpVLab10WOxsbugZyc+lcXrtWcUk1AJ49e4bU1FTVJ7uYc5OUkYR8lg9Xa1eN6a7WrohP017D7/bT29gctRn5ynzsGLIDszrPwsLjC/HFf1+o2gTWCcSaPmuwa9guLH95OWKexqDT6k54ll22sd0NgbDYVSZcsTOUxQ4gdwe32t28SW9Srq6aArcK4+RE8sXRsWKqJAgEzxWFH2o6aqNpoK4AFq5R9+ABySxeSNnHh8paaLPA2NgALVtS20ePSCmgQaFJaeMZmFlZtN6nTykbs2lTanfrFikEubm0HR586+SkXW6qx3NkZOhXYuPOHVJwuCXp0SOSmSUlfHCF6OlTUoS8vEhwGdtLkpFBSphCISlV9epJpQacnen43L9PivLdu2Thk8koa62w9U3dapeQQOfSyUkq1SWX67ZwyuV0HlJTpWsmL69onI2BaNasmcb/OXPmaFQkKA9KpoSLtQt+6v0TFHIFAjwC8ODZAyw4tgBzus4BAIQ1lCow+Ln6IbBuIOotqYc/rvyB0W1GG6QfpUU8SisT/uZj6JgXDw96801JIYF59y5NV1fucnPpzdTaunihbAQUCpLfAoHAAHCLnbU1KWv6Wuy4AsgD3wFSdjIz6QHNZYqTU8lxU2ZmZLmrU4dk3r17pEhwxS4tjWLxeEGGzEzJKshjBLlrMTNTGrewOHg8R0ICyThzc1K6tMm4jAwprszXl5Z59oyW8/bWvV+PH0txI0qlZPXyMp7LDYBkrVN3e8vlpLRxFAo6LtnZUmykt3fxcdmOjqSMJSXRM+XRI+ncmJuX/PxwdaVr0dJSSvirIKKiojRG09BW/gUAnKycoJApkJCeoDE9IT2h2Pg4d1t3mMpNNdyuTZ2aIj4tHjn5OTBTFI0jdbBwQCPHRrj55GZZdscgCFdsZVIRrlhAMqf7+0vBrnfvarpm792jt6eYGHKLPDOembhcKJXSA0EgEGjCFTvueuMJFLpgTFIAfXxIIWjQgCws3t6SpczMrHRWF5mMZBO3ovFh1h49om3a2EgKW1ycVDaFB9py5c7dXbc5n7tjk5NJCX30iPZbG7y+mr09ZYJyhSApiWRkXBy1KXzMMjOlmLU6daTlEhP1t4pWFFzOc2uoNmQy2l+Oj49uBV0mo2dJ8+ZSJi1XIPUpZWNvT2VvfH3JwGDo8jdq2Nraws7OTvUpTrEzU5ghwCMA+2/vV01TMiX2396PoLpBWpcJ9gzGzSc3oWTS9XD98XW427hrVeoAIC0nDbee3IK7rXs59qp8CMWuMvn8c+DUKaCi0utNTEjg8Bv21i1S4FJTpTdNhYKEFK8LBdBb9ePHpAxeu1Z1Y/XS0igL+Kbx3oQEgioNd8Xa2EjuspIUj6wsKXvWwoIs+lwJMDMjJcDKir7LEkbCA2nT0mg7XL7UqUNKm40NTc/PJwtP48aSe9DcvOTRevgIPKamkgLBlZDCFFaCbGwka1JiIrmHr1+nWmyxsdSv3FySOUoltXVzo35z5bk0MXqGJidHOr+6FDuAjqO9fdEYPF3IZGR9Ux9YvCrVbCwlUzpMwcqzK7H2/FpcfXQV4/4dh/TcdIxqRVmyI7aOwPR9UnLFuLbj8CTzCSbvnIzrj69j+/Xt+OrIVxjfbryqzdQ9U3HoziHcSb6DY7HH0G9jPyjkCgxuMbjS948jXLGViY9PxfsdeXxFbi4pbjduSG+7Li70hsxjTG7epJv20SMpWBkgq16LFrRcVhYJXCOMUalBaqokXFNSqk0mm1HIyaFzXKtWtYm1FBgA9XE8zcxIGUtJIWucrgLm3FpnZaXdxcaHLywrFhYkS/LyJFmjUJBMkcnIlRkVRW3r1qV5vr4UE+buXrKHw8ICaN2a1vX4sRQHV9h9m58vWQ3VXYM+PrRcXp6qZh7y8shNm54uJQ1wJZcfI3d32s7Tp/SyrK78VBZcUbW2LlkempsDDRuWfhv8mXLtmrSeasqgFoPwKOMRZkfMRnxaPFq5tcKuobvgakMJFfdS7kEuk643T3tP7B62Gx/s/gB+y/1Qx64OJgdOxrTgaao291PvY/Cfg/E48zGcrZzR0asjTow+AWdr48leYbGricjl5Eqxs5MKlpqYkKAzMSFXC58XF0dCzNyclDwLC/r/4AEJjStXKDvuxg107dQJ70+YQEKOMXh7e2PJkiU6uyKTybBt2zYAwJ07dyCTyXD+/PnS7U9GBimo6u4RLqBrKOrHrdQ8eEAPp9hYzbpmgpoNV+q49Yorcw8eSHFl2uAWn1K8vHXt2hXvv/++6r9OWVBQ10jWrh22rVsHALiTmgqZQkGygGfYqsd8WVqSEqLviDpyuaa7MTNTqrnGefaMlF9zc03lxNRUGpWhfn0KafH1JQUzLU3KHm3USFN5srKStmcsq516geFSUFr5EnH6NGTt2iE5O7tky6AWyiz7K4AJ7Sfg7vt3kT0zGyffPonAuoGqeRFvRmBN3zUa7YM8g3Di7RPImpmFW5Nu4ZNOn2jE3G0YsAEPP3yI7JnZuD/lPjYM2ADf2r6VtTtaEYpdZbJ1K/DNN9KQKxUJV+4KbvjeH3+Mnq+8Is3z9SUhamaGw3FxkPn54eLTp1LF+EePyELG49lSUqTA40uXgGvXEHngAMYMG0YuDO7q1YGnpyfi4uLQokWLojMZIyGlLfYvIYHm29lJRUira4xgRaMeHK5UAomJiIiIgEwmQ3Jx7imBbs6dA77+GujdG/jxR2P3pnjUrXUyGVno+QtcTAxZwBhD79690bNnT2k5NYvd4cOHIZPJcPHixVJtOjIyEmPGjCm+AVfQChLIPJs00ZQFDg50b5c3qUs9pq/w9c6tW3Z2urcjk5G1u2lTUjC5UqfNBcmtgk+ekLwsrExWZDxwVpYkB2vXLtWicXFxGuNp603z5mUqPF1Y9guZVLEIV2xl8uuvwLZtJMT8/St+e1y5y8vD6LFj0b9/f9y/f5/G1VMoSFgBWL1kCdq2bQs/Pz9aztGRlAPGSMB5eNBbv0wmfdLT4ZyerjnQuJsbxc0UIzQVCgXctI0/yBgFJj96RMs2by4J0fx8SWn08EBOWhrMgBprscvJyYFZeSr2P3hA32Zm9KAvGNC7WhITQw/VCiqTUCJpacC77wIFViYANN6zry8QEmKcPumicI0xhYKsXg8fSskJjGH0W2+h/4ABJAs8PDQsdqtXr9aUBXriXJLLv5DlTVGrFtzKOTJFsfdKrVqk8Dx9KiWTMaaZOKEPFhZAs2a0bHHuYCsrko8PH5IimZJC14eDg+RpsLCgF2Z1xTA1le5VZ+eiI2bk5UleFC5LMzMpwePJE8ml+uiRtD+ldI9qlcMVSLGyX1AhCItdZVJRWbElYWKCV155Bc7OzlizZo3GrLS0NGzatAl9+/bF4MGDUadOHVg1b46WQ4di/fHj5JqwtCQF0caGrAB+foCLC7xffRVLNmxQCe0bp06hc/v2sLCwQLPGjbF3xw7aiFIJxMfjzpEjZI7fvl01zuTlQ4cQ1rUrbJo2hWtoKIbPmoUkNWtB186dMWH+fLy/ZAmcvL0R+sYbuPPwIWTNm+P86dOqdsnJyZDJZIiIiAAgvRHu378fbdu2hZWVFV544QVER0dr7P8XX3wBFxcX2Nra4u2338bHH3+MVq1aqeZHRESgffv2sLa2hoODA4KDg3H37l1cv34dMpkM13jcSQGLFy+Gr69khr98+TLCwsJgY2MDV1dXDB8+HEm83ADIpTVhwgS8//77cHJyQmhoaJHTp+3t9vz585DJZLhTUHPs7t276B0WhloBAbDu1AnN33gDO06dwp3YWLxYoITUqlULMpkMb775ZtFrpKpx6BCNf9yoEbBrV+Vv/+pVoF07UuoUCrLWhYXRQ37YMM2B76sK6hY7jkxGL1vcEp+QgFf8/SVZkJVF+6RQIC03t6gssLJCy5YtsX79ep2bLuyKvXHjBjp37kyyoFkz7FUfMcLKiu7hQq65stwr2lx8yQBk7doh4r//gKgoRPz6K2RyOfYfPoy2I0bAysNDf1nQurVKXhcnC+DhATRvji9+/x0uL70E2zp18PaIEfh4wgS0ev11UjKjooDERPy8ciWaNmkCC2dnNAkLww8LFlBMYHo67ly8CJlMhi2LF+PFjh1hZWUF/+bNcXz9egqJSUjA40ePMHjyZDo3jRqh5RtvYP2hQzrPBQC0atVKo7ZbYVfssWPH0KpVK1hYWKBt27bYtm2bTtdpRkYGwsLCEBwcrJJLP//8M5o2bQoLCws0adIEP/zwg6q9+nm6c+cOXiwYK71ayaRqhFDsDACvFlDSJy+HLCfZuXK92pf0KY2V38TEBCNGjMCaNWvA1BbctGkT8vPzMWzYMAQEBGD79u24fPkyxkyYgOEffIBTkZFFV2ZqSgHPZmb00GjSBEovL7z20Ucwk8lwctUqrPjwQ0ybMoXa371Lihy37iUnA/HxSI6KQrd+/dC6fn2c/vVX7Fq/HglPnmDg+PGSiyEvD2u3b4eZrS2OHj2KFT/+KD24iitpoMaMGTOwcOFCnD59GiYmJnjrrbdU88LDw/Hll1/i66+/xpkzZ+Dl5YXly5er5ufl5aFv377o0qULLl68iOPHj2PMmDGQyWRo1KgR2rZti/DwcI3thYeHqwYVT05ORrdu3dC6dWucPn0au3btQkJCAgYOHKixzNq1a2FmZkb7t2JFifukjfHjxyM7NRX//fQTLu3Zg6+/+QY2devC09UVfy5YAACIjo5GXFwcvvvuuzJto9K4cgXo25cUlawsoE8f4PffySVamozoksp8FEdUFNC5MwWL16lDSubffwObN1NSUUICWey++oqsQrdvA+fPSxYU6L5vC3vrdLUtfIlra6NC16gAzs6qemsmT55gRM+eWPPzz2C8ALCVFTZt3qxdFowZg+HDh+PUqVN6HT6lUonXXnsNZmZmOHnyJFasWIFp06VMQ20WM4PeK+qKbUaG6iDOWL4cCz/5xOCyAADCt2zBlz/+iK+nTsWZX3+Fl6Ullv/xh1SsV6lE+I8/YvaMGfhy3Dhc/eMPfDVpEmb9+CPWrllDLxIFL2kzfvgBU4cNw/nff0cjd3cM/vBD5OXlAQ4OyHJ0RECTJti+cCEur1+PMQMGYPjYsXqfG22kpqaid+/eaNmyJc6ePYu5c+di2rRpxbZPTk7GSy+9BKVSib1798LBwQHh4eGYPXs2vvzyS1y9ehVfffUVZs2ahbVr1xZZ3tPTE3/++SeAaiSTqhtMUITY2FgGgMXGxhaZl5mZyaKiolhmZqZqWloaY6Rm6f5sRxhjABuBNXq1L+mTlla6/bp69SoDwA4ePKia1qlTJzZs2DCt7V9++WX24Ycfqv536dKFTZ48WfW/Xr16bPHixYwxxnbv3s1MTEzYg5MnGYuJYSwqiu387jsGgG1dsICxixdZzIkTDAA7t2cPY3fvsrkffMB6dOzI2I0bjCUn07E/fpwBYNHbtzOWmsq6tGnDWjduzJja8Y45fJjWs2sXTVAq2dM7d2jftmxhLC+PHTx4kAFg+/btUy23fft2BkB17gIDA9n48eM19jk4OJj5+/szxhh7/PgxA8AiIiK0Hp/FixczX19f1f/o6GgGgF29epUxxtjcuXNZjx49NJbh11Z0dLTqmLZu3brIugGwrVu3MsaYal+ePn2qmn/u3DkGgMXExDDGGGvZrBn7dMwYxs6cYSw7mxrl5zN25Qo7uGIFLX/2LGNRUYxduMBYbCxjOTka29R2bZcZpZKxTz5hrGlTxvbuLb7d4cOMffUVYykp9P/mTcY8PekCDw5mbMCAohf+e+/RvuXnMxYezhi/DjgpKYx9+CFjlpaMvf02Y7m5+vc7OpoxNzfaTps2jCUkaM6PimLM2poxgGXWq8eidu5kmZGRjPFPfDxjTPd926uX5iqtrIpv26WLZlsnp6JtVFy7Rn1ISip+/x4/ZuziRXZ10ya6X1asoGUePDC8LHjwQDV/586ddE0vX85YTg6LiYmhe/jcOcZY2e+VwuthjLGnT5/Svm3fzlhyMjv4998kC/78U3XNG1oWqJbPzWXs4kXGIiNZcKtWzN/Pj+6F+HjmW7cuW/fFF3S8z51jLDubzZ05kwX5+zN2/jyL2b2bAWA/f/89refhQ3Zlxw6SKRcvSht7+FC63h48KHJu1M8Fx9/fn82ZM0f1X12+LF++nDk6Omrc9ytXrtQ4rlwGXb16lfn5+bH+/fuzbC5nGGO+vr5s3bp1GtucO3cuCwoK0nqetMk0beiSSbqe0887IsauEpGDLAhKIxlKmzRpghdeeAGrVq1C165dcfPmTRw+fBiff/458vPz8dVXX+GPP/7AgwcPkJOTg+zsbFjxYqElcPXqVXh6esKjfXvVtCBbW2DyZIohad5cKvBZYD24EBuLgydPwkbN9cm5deMGGhXUrwpo2VIzPoVn76WlUSxgYqLkGktMpFp3BZXs/Vq0oBgzmQzu7u4FTRLh5eWF6OhovDdsGFkUFQrA1BTtW7XCgcOHAQC1a9fGm2++idDQULz00ksI6doVA/v1g3tBRfc33ngDU6dOxYkTJ9ChQweEh4ejTZs2aNKkCQDgwoULOHjwIGy0ZPbdunULjQpiHAMCArQf1Lw8ymzlx604Ey1jmDRwIMbNnYs9Z88ipFcv9O/fn+KkmjSh4wGQpZQHlsfH07GysJDiJhmj4/bVV2Qt69uXXJB//AEsWEBxWpaWFEP00Uc0T1s8pVIJTJgAcItHWBj9dnYm61ejRsDIkcDGjcDbb9P5WbMGmDkTmDKFYokaNQL++ousOx4e1FYup37/8ANZYu7cAQpc7xg3jpZfv576ykcy+Pln2s8NGzTLUSiVQGQkcPw4XZsdOwK//QZMn06WZT8/YO/eokHpTZuSRXH3bjoeNjZk1ePlMWJjC6zNDbSfK6BgyCyoZVgyAMUE8+dkAw+SqG1eHpDvgiKh0Y8fUz+4KVBXvFXt2kCtWmji4YEXAgKwat8+dH39ddxMSjK8LFArNxIUVFAA1s1Na1mOct8r2rCyouun4Jr369RJtW2tsuC99zQWb9++PQ4cOABAiywICcHAgQNV61Etb2JC8W+JiWjfsSPJEpkM6TY2uHX/PkZ/8QXe+fJLlXs3Ly8P9vb2FHNdYLHza9+e1uPuDvcCuZf49CmaAHRuVq7EH+HheBAfj5z8/FKdG21ER0fDz88PFmoytr2aHFfnpZdeQvv27bFx40YoCmoapqen49atWxg9ejTeeecdVVvVvgkqHaHYGQArK/1i+S165wMHgZW/yLFikGG2W1pGjx6NiRMnYtmyZVi9ejV8fX3RpUsXfP311/juu++wZMkStGzZEtbW1nj//feRU3hQ8dLAlQgHB61xhWlpaejduze+/vprzRnp6XDng0gDsC70cJUXCH+WlUUB9gByudvN1JQUhYK4D9OoKFU/ZAVuPOX9+yr3CB4/1nChqWpSXboEWFlh9ezZmNSvH3bt34+Na9di5uzZ2Lt6NTq89BLcMjPRrW1brFu6FB28vbEuPBzjxoyhfjOGtJQU9A4NxdfTp5Og5kpUbi7cXV1VtQOtra2l8TRTU6VYqbt3AW9vyAse2OzmTaqjZWGBXJ7hV5AB+/bLLyM0MBDbb9/Gnn37MG/ePCxcuBATJ06UAshdXOi3TEYKUkZG0eK1WVnA4cO0be5KUndppqTQsn36UGC5qyvNT0ujvvOHdlQUbSc4GDhyBFAT+ACATz6RkmIsLako7IgR9D8gAPjnH6mI6nff0QegBKQ33yRFEKBjmpVFiqOa6wwNGwKjRlFR8L//JoXG2praW1rSfqifd15njW9/587iMw3r1QPGjKHtxsRQsL65Ob0cFATRp/13VvuyABRyBlxRqMbzTNz/oGhZmoLjLpcxIE5S6O/8FS8dM7mcfLExhVzOJQXSy2SAoyNGv/ceyQJTU6xeu7ZiZUEJFCsLIClhQMG9ooa8QK4wtZee3GJK/JiqKZTchaoshbt+9erVmDRpEnbt2oWNGzdi5syZ2Lt3Lzp06KDZ0MKC3N5q20sreECsXLkSge3ba8hDRaGiz7r6uWDBAnz3f/+n89zI5XKN4wEUf0xKy8svv4w///wTUVFRaNmyZdF9CwzUaF943wSVg1DsDIBMpmcJKBndnBZWCsBI9X4HDhyIyZMnY926dfj1118xbtw4yGQyHD16FH369MGwYcMAkCC5fv16kQGWi6Np06aIjY1FXFycShCfOHFC5zJt2rTBn3/+CW9vb5hoGzIoL096GKvhXDDETVxSElq3agU4OOA8f0j7+NBD/caNouvj2aFJScCtW2js5YXIq1cxYvRoVb2/yKtXqU12tipmqbWHB1oPH47pI0YgaNQorNuyBR0KrHZDe/bER0uXYnD37rgdE4M3WrZUlbNpU7cu/jxwAN5yOUzkcklhA8jaExdHD+akJIofK/yQYQywtoZzQTJGXEwMahUI+vN79lCbBw9UljzP1q0xtmdPjH3vPUyfPh0rV67ExIkTVZmD+W5ukrJUqxZtmw/SzgcMB4B58yjmZ80askC5uADTpgG9epEiuGkTsHQpKW+8sGxh5HJg7VoaZWXGDGD+fKpTFhJCljA+9ui0acCHH1JCwp49pDCGhxd/Q3Hlb8wYoH17YPVqOtfDhpGS27o1MHYsWQTNzYEXXgBee42scIWD2+zsSPE8d46UVTs7YO5cgFteSoNMRpZFOzvg2TNY8+A3c3M6tikpdHwVCkCuIEXu1i0AgLUJACszsrqZmJDCm5tL67Szo3Xk5AAyGazr2ZEVysyM1vvggWSt5qMi6Fm4u1rJgmLg2bhxcXFo3bo1AJSpVlrjxo0RGRmJEfz6ApVwKUzr1q3RunVrTJ8+HUFBQVi3bh06dOhQ4vKurq7w8PDA7ZgYDC04rmVBn3Pj7OyMOLW6eqmpqYgpeAHWRuPGjfH7778jOztbNRyXtn0HgPnz58PGxgbdu3dHREQEmjVrJu3b7dsYOnSoXvuhkknVNWO/iiMUu8pk0SIS2k2bGq0LNjY2GDRoEKZPn47U1FRVNlLDhg2xefNmHDt2DLVq1cKiRYuQkJCgtzAPCQlBo0aNMHLkSCxYsACpqamYMWOGzmXGjx+PlStXYvDgwfjoo49Qu3Zt3Lx5Exs2bMDPP/8MhYmJVHhUDUtLS3To0AHzN2+GT48eSLx5EzN5xpdMRg8+/pbfsiUpMYxJFplatQAzM0wcNQrvzJyJtmFheOGFF7Bx40ZcvHUL9X18gEaNEHPtGn767Te82rMnPDw9Ef3gAW48fIgRr79OD09bW7w2ZgzGffMNxi1YgBfbtYOHiwttSybD+DfewMq//sLgzz/HR2+9hdrm5rgZG4sNe/fi508/hSI3VxpKSamkh76treQyLEhMadCgATzr1sWnv/6KLydOxPXr17GQl+CwtQWcnPD+l18irH9/NGrcGE+fPsXBgwfRtOA6q1evHmQyGf7991/06tULlpaW5PIq7PbKyqLrs18/YPBgYM4cGqzd21vTPNymDblMDx1SublhY0N9ycsjy13jxuQGBkhRnD6d5nNL7F9/kXLy6qvUZudOSkLw9S25ltmIEcDrr0vHydeXLH5xcWRFVF++SxdK3ImLo/3LzJQGlg8IoD4olZQo4eFRvhEWADoO2orqMkbHSqGg3w8fkkImk9G16uYmWXE8PUmBNjfXrWDKZFRU18FBsgiXqqvVSBYUY/lRyYL58+Hj44PExETMnDmzVMcBACZOnIh33nkHbdu2lWTBxYuoX/ACFxMTg59++gmvvvoqPDw8EB0djRs3bqgUuZKWB4DPPvsMkyZNgr29PXr27Ins7GycPn0aT58+xRSeaFYC+pybbt26Yc2aNejduzccHBwwe/ZsnZazIUOGYMaMGRgzZgw+/vhj3Lt3D99++y0AyWKozrfffov8/Hx069YNERERaNKkSan3rViZJDAMxg7yq4qUNnmiunHs2DEGgPVSi+J+/Pgx69OnD7OxsWEuLi5s5syZbMSIEaxPnz6qNroCphmj5IGOHTsyMzMz1qhRI7Zr1y6NIF1tgc7Xr19n/fr1Yw4ODszS0pI1adKEvf/++0ypVGrdJicqKooFBQUxS0tL1qpVK7Znzx6NxBB9Eg4YY+zzzz9nTk5OzMbGhr311lts0qRJrEOHDowxxuLj41nfvn2Zu7s7MzMzY/Xq1WOzZ89m+fn5Gn0ZOHAgA8BWrVpFgdIFfS9x/3JyWJeOHdnk995jLCNDYzn148YYY0eOHGEtW7ZkFhYWrFOnTmxTQfA735cJEyYwX19fZm5uzpydndnw4cNZkloQ/eeff87c3NyYTCZjI0eOLHI8GasZ13ZlUu7jlZkpJboYCSELYlTTyisLdC3PCQ8PZ61atWJmZmasVq1arHPnzmzLli3FHhNVIkjBvuhzblJSUtigQYOYnZ0d8/T0ZGvWrNGZPMEYY0ePHmV+fn7MzMyMBQQEsHXr1jEA7Nq1a8Uew4kTJzJ3d3dVcktp9628MkkkTxSPjLGKLI1dPbl//z48PT0RGxtLxXzVyMrKQkxMDHx8fDSCTQU1g5deeglubm747bffjN2VSkdc26VDHK+aTXllQXWWJeHh4Rg1ahRSUlJgaYwxcAvQdY/pek4/7whXrOC5JSMjAytWrEBoaCgUCgXWr1+Pffv2Ye/evcbumkAgqETKKwuquyz59ddfUb9+fdSpUwcXLlzAtGnTMHDgQKMqdYKyY/QCxctOLYP3Em9YfGGBwJ8DceqB7kKLyVnJGL99PNwXusP8C3M0WtoIO27sKNc6Bc8nMpkMO3bsQOfOnREQEIB//vkHf/75J0Kq4nBRAoGgwiivLKjusiQ+Ph7Dhg1D06ZN8cEHH+D111/HTz/9ZOxuCcqIUS12Gy9vxJQ9U7Di5RUIrBuIJSeWIPT3UERPiIaLtUuR9jn5OXjpt5fgYu2Cza9vRh27OribfBcOFg5lXqfg+cXS0hL79u0zdjcEAoGRKa8sqO6y5KOPPsJHH31k7G4IDIRRLXaLTizCO23ewajWo9DMuRlWvLICVqZWWHVuy1tPNAAAE5xJREFUldb2q86twpPMJ9g2aBuCvYLh7eCNLt5d4O/mX+Z1CgQCgUAgENQUjKbY5eTn4MzDMwipL5mq5TI5QuqH4Pj941qX+Tv6bwTVDcL4HePh+q0rWvzQAl8d/gr5yvwyrxMAsrOzkZqaqvo84+OUCgQCgUAgEFQjjKbYJWUkIZ/lw9XaVWO6q7Ur4tPitS5z++ltbI7ajHxlPnYM2YFZnWdh4fGF+OK/L8q8TgCYN28e7O3tVR996jWJZGJBTUNc02VDHDeBoGIQ91bZMHryRGlQMiVcrF3wU++fEOARgEEtBmFGpxlYcWZFudY7ffp0pKSkqD5RxVXThzTcS0bhoZgEgmoOv6ZN9Ry54HlHyAKBoGIRMqlsGC15wsnKCQqZAgnpCRrTE9IT4GbjpnUZd1t3mMpNoZBLVbSbOjVFfFo8cvJzyrROADA3N1cNpQLQECzFoVAo4ODggMTERACAlZWV1urcAkF1gTGGjIwMJCYmwsHBQYzvqCdCFggEFYOQSeXDaIqdmcIMAR4B2H97P/o26QuALHL7b+/HhPYTtC4T7BmMdZfWQcmUkMvI2Hj98XW427jDTEFjz5V2nWXBrWBQdS7QBYKagIODg+raFuiHkAUCQcUhZFLZMGq5kykdpmDktpFo69EW7eu0x5ITS5Cem45RrUYBAEZsHYE6tnUwL2QeAGBc23H4/tT3mLxzMiYGTsSNxzfw1ZGvMKn9JL3XaQhkMhnc3d3h4uKC3Nxcg61XIDAWpqam4q24DAhZIBBUDEImlR2jKnaDWgzCo4xHmB0xG/Fp8Wjl1gq7hu6Cqw0lP9xLuaeyzAGAp70ndg/bjQ92fwC/5X6oY1cHkwMnY1rwNL3XaUgUCoW48AQCgZAFAoGgyiDGitWCGINOIBAIBIKqi3hOF0+1yooVCAQCgUAgEBSPUOwEAoFAIBAIaghGjbGrqiiVSgBAXFyckXsiEAgEAoGgMPz5zJ/XAgmh2GkhIYHq4LVv397IPREIBAKBQFAcCQkJ8PLyMnY3qhQieUILeXl5OHfuHFxdXSGXG85b/ezZMzRr1gxRUVGwtbU12HqrCmL/qjdi/6o3Yv+qN2L/SodSqURCQgJat24NExNho1JHKHaVSGpqKuzt7ZGSkgI7Oztjd8fgiP2r3oj9q96I/aveiP0TGAqRPCEQCAQCgUBQQxCKnUAgEAgEAkENQSh2lYi5uTnmzJkDc3NzY3elQhD7V70R+1e9EftXvRH7JzAUIsZOIBAIBAKBoIYgLHYCgUAgEAgENQSh2AkEAoFAIBDUEIRiJxAIBAKBQFBDEIpdJbJs2TJ4e3vDwsICgYGBOHXqlLG7VCbmzZuHdu3awdbWFi4uLujbty+io6M12nTt2hUymUzjM3bsWCP1uHR8+umnRfrepEkT1fysrCyMHz8ejo6OsLGxQf/+/VWjlVQHvL29i+yfTCbD+PHjAVSvc/fff/+hd+/e8PDwgEwmw7Zt2zTmM8Ywe/ZsuLu7w9LSEiEhIbhx44ZGmydPnmDo0KGws7ODg4MDRo8ejbS0tErci+LRtX+5ubmYNm0aWrZsCWtra3h4eGDEiBF4+PChxjq0ne/58+dX8p5op6Tz9+abbxbpe8+ePTXaVNfzB0DrfSiTybBgwQJVm6p8/vR5FugjL+/du4eXX34ZVlZWcHFxwf/+9z/k5eVV5q7UKIRiV0ls3LgRU6ZMwZw5c3D27Fn4+/sjNDQUiYmJxu5aqTl06BDGjx+PEydOYO/evcjNzUWPHj2Qnp6u0e6dd95BXFyc6vPNN98Yqcelp3nz5hp9P3LkiGreBx98gH/++QebNm3CoUOH8PDhQ7z22mtG7G3piIyM1Ni3vXv3AgBef/11VZvqcu7S09Ph7++PZcuWaZ3/zTff4P/+7/+wYsUKnDx5EtbW1ggNDUVWVpaqzdChQ3HlyhXs3bsX//77L/777z+MGTOmsnZBJ7r2LyMjA2fPnsWsWbNw9uxZbNmyBdHR0Xj11VeLtP388881zufEiRMro/slUtL5A4CePXtq9H39+vUa86vr+QOgsV9xcXFYtWoVZDIZ+vfvr9Guqp4/fZ4FJcnL/Px8vPzyy8jJycGxY8ewdu1arFmzBrNnzzbGLtUMmKBSaN++PRs/frzqf35+PvPw8GDz5s0zYq8MQ2JiIgPADh06pJrWpUsXNnnyZON1qhzMmTOH+fv7a52XnJzMTE1N2aZNm1TTrl69ygCw48ePV1IPDcvkyZOZr68vUyqVjLHqe+4AsK1bt6r+K5VK5ubmxhYsWKCalpyczMzNzdn69esZY4xFRUUxACwyMlLVZufOnUwmk7EHDx5UWt/1ofD+aePUqVMMALt7965qWr169djixYsrtnMGQNv+jRw5kvXp06fYZWra+evTpw/r1q2bxrTqcv4YK/os0Ede7tixg8nlchYfH69qs3z5cmZnZ8eys7MrdwdqCMJiVwnk5OTgzJkzCAkJUU2Ty+UICQnB8ePHjdgzw5CSkgIAqF27tsb08PBwODk5oUWLFpg+fToyMjKM0b0ycePGDXh4eKB+/foYOnQo7t27BwA4c+YMcnNzNc5lkyZN4OXlVS3PZU5ODn7//Xe89dZbkMlkqunV+dxxYmJiEB8fr3Gu7O3tERgYqDpXx48fh4ODA9q2batqExISArlcjpMnT1Z6n8tLSkoKZDIZHBwcNKbPnz8fjo6OaN26NRYsWFCt3FwRERFwcXFB48aNMW7cODx+/Fg1ryadv4SEBGzfvh2jR48uMq+6nL/CzwJ95OXx48fRsmVLuLq6qtqEhoYiNTUVV65cqcTe1xzEyLmVQFJSEvLz8zUuXABwdXXFtWvXjNQrw6BUKvH+++8jODgYLVq0UE0fMmQI6tWrBw8PD1y8eBHTpk1DdHQ0tmzZYsTe6kdgYCDWrFmDxo0bIy4uDp999hk6deqEy5cvIz4+HmZmZkUenK6uroiPjzdOh8vBtm3bkJycjDfffFM1rTqfO3X4+dB23/F58fHxcHFx0ZhvYmKC2rVrV7vzmZWVhWnTpmHw4MEaY3FOmjQJbdq0Qe3atXHs2DFMnz4dcXFxWLRokRF7qx89e/bEa6+9Bh8fH9y6dQuffPIJwsLCcPz4cSgUihp1/tauXQtbW9siYR3V5fxpexboIy/j4+O13qN8nqD0CMVOUC7Gjx+Py5cva8SgAdCIcWnZsiXc3d3RvXt33Lp1C76+vpXdzVIRFham+u3n54fAwEDUq1cPf/zxBywtLY3YM8Pzyy+/ICwsDB4eHqpp1fncPa/k5uZi4MCBYIxh+fLlGvOmTJmi+u3n5wczMzO8++67mDdvXpUfBeCNN95Q/W7ZsiX8/Pzg6+uLiIgIdO/e3Yg9MzyrVq3C0KFDYWFhoTG9upy/4p4FgspHuGIrAScnJygUiiKZQAkJCXBzczNSr8rPhAkT8O+//+LgwYOoW7euzraBgYEAgJs3b1ZG1wyKg4MDGjVqhJs3b8LNzQ05OTlITk7WaFMdz+Xdu3exb98+vP322zrbVddzx8+HrvvOzc2tSAJTXl4enjx5Um3OJ1fq7t69i71792pY67QRGBiIvLw83Llzp3I6aEDq168PJycn1bVYE84fABw+fBjR0dEl3otA1Tx/xT0L9JGXbm5uWu9RPk9QeoRiVwmYmZkhICAA+/fvV01TKpXYv38/goKCjNizssEYw4QJE7B161YcOHAAPj4+JS5z/vx5AIC7u3sF987wpKWl4datW3B3d0dAQABMTU01zmV0dDTu3btX7c7l6tWr4eLigpdffllnu+p67nx8fODm5qZxrlJTU3Hy5EnVuQoKCkJycjLOnDmjanPgwAEolUqVQluV4UrdjRs3sG/fPjg6Opa4zPnz5yGXy4u4MKsD9+/fx+PHj1XXYnU/f5xffvkFAQEB8Pf3L7FtVTp/JT0L9JGXQUFBuHTpkoaCzl9QmjVrVjk7UtMwcvLGc8OGDRuYubk5W7NmDYuKimJjxoxhDg4OGplA1YVx48Yxe3t7FhERweLi4lSfjIwMxhhjN2/eZJ9//jk7ffo0i4mJYX/99RerX78+69y5s5F7rh8ffvghi4iIYDExMezo0aMsJCSEOTk5scTERMYYY2PHjmVeXl7swIED7PTp0ywoKIgFBQUZudelIz8/n3l5ebFp06ZpTK9u5+7Zs2fs3Llz7Ny5cwwAW7RoETt37pwqK3T+/PnMwcGB/fXXX+zixYusT58+zMfHh2VmZqrW0bNnT9a6dWt28uRJduTIEdawYUM2ePBgY+2SBrr2Lycnh7366qusbt267Pz58xr3Is8mPHbsGFu8eDE7f/48u3XrFvv999+Zs7MzGzFihJH3jNC1f8+ePWNTp05lx48fZzExMWzfvn2sTZs2rGHDhiwrK0u1jup6/jgpKSnMysqKLV++vMjyVf38lfQsYKxkeZmXl8datGjBevTowc6fP8927drFnJ2d2fTp042xSzUCodhVIkuXLmVeXl7MzMyMtW/fnp04ccLYXSoTALR+Vq9ezRhj7N69e6xz586sdu3azNzcnDVo0ID973//YykpKcbtuJ4MGjSIubu7MzMzM1anTh02aNAgdvPmTdX8zMxM9t5777FatWoxKysr1q9fPxYXF2fEHpee3bt3MwAsOjpaY3p1O3cHDx7Uei2OHDmSMUYlT2bNmsVcXV2Zubk56969e5F9fvz4MRs8eDCzsbFhdnZ2bNSoUezZs2dG2Jui6Nq/mJiYYu/FgwcPMsYYO3PmDAsMDGT29vbMwsKCNW3alH311VcaipEx0bV/GRkZrEePHszZ2ZmZmpqyevXqsXfeeafIy3B1PX+cH3/8kVlaWrLk5OQiy1f181fSs4Ax/eTlnTt3WFhYGLO0tGROTk7sww8/ZLm5uZW8NzUHGWOMVZAxUCAQCAQCgUBQiYgYO4FAIBAIBIIaglDsBAKBQCAQCGoIQrETCAQCgUAgqCEIxU4gEAgEAoGghiAUO4FAIBAIBIIaglDsBAKBQCAQCGoIQrETCAQCgUAgqCEIxU4gEAgEAoGghiAUO4FA8Nwik8mwbds2Y3dDIBAIDIZQ7AQCgVF48803IZPJinx69uxp7K4JBAJBtcXE2B0QCATPLz179sTq1as1ppmbmxupNwKBQFD9ERY7gUBgNMzNzeHm5qbxqVWrFgByky5fvhxhYWGwtLRE/fr1sXnzZo3lL126hG7dusHS0hKOjo4YM2YM0tLSNNqsWrUKzZs3h7m5Odzd3TFhwgSN+UlJSejXrx+srKzQsGFD/P333xrzL1++jLCwMNjY2MDV1RXDhw9HUlKSan7Xrl0xadIkfPTRR6hduzbc3Nzw6aefGvAoCQQCgf4IxU4gEFRZZs2ahf79++PChQsYOnQo3njjDVy9ehUAkJ6ejtDQUNSqVQuRkZHYtGkT9u3bp6G4LV++HOPHj8eYMWNw6dIl/P3332jQoIHGNj777DMMHDgQFy9eRK9evTB06FA8efIEAJCcnIxu3bqhdevWOH36NHbt2oWEhAQMHDhQYx1r166FtbU1Tp48iW+++Qaff/459u7dW8FHRyAQCLTABAKBwAiMHDmSKRQKZm1trfH58ssvGWOMAWBjx47VWCYwMJCNGzeOMcbYTz/9xGrVqsXS0tJU87dv387kcjmLj49njDHm4eHBZsyYUWwfALCZM2eq/qelpTEAbOfOnYwxxubOnct69OihsUxsbCwDwKKjoxljjHXp0oV17NhRo027du3YtGnTSnU8BAKBwBCIGDuBQGA0XnzxRSxfvlxjWu3atVW/g4KCNOYFBQXh/PnzAICrV6/C398f1tbWqvnBwcFQKpWIjo6GTCbDw4cP0b17d5198PPzU/22traGnZ0dEhMTAQAXLlzAwYMHYWNjU2S5W7duoVGjRkXWAQDu7u6qdQgEAkFlIhQ7gUBgNKytrYu4Rg2FpaWlXu1MTU01/stkMiiVSgBAWloaevfuja+//rrIcu7u7nqtQyAQCCoTEWMnEAiqLCdOnCjyv2nTpgCApk2b4sKFC0hPT1fNP3r0KORyORo3bgxbW1t4e3tj//79Zd5+mzZtcOXKFXh7e6NBgwYaH3VLoUAgEFQVhGInEAiMRnZ2NuLj4zU+6hmnmzZtwqpVq3D9+nXMmTMHp06dUiVHDB06FBYWFhg5ciQuX76MgwcPYuLEiRg+fDhcXV0BAJ9++ikWLlyI//u//8ONGzdw9uxZLF26VO/+jR8/Hk+ePMHgwYMRGRmJW7duYffu3Rg1ahTy8/MNezAEAoHAAAhXrEAgMBq7du3ScGkCQOPGjXHt2jUAlLG6YcMGvPfee3B3d8f69evRrFkzAICVlRV2796NyZMno127drCyskL//v2xaNEi1bpGjhyJrKwsLF68GFOnToWTkxMGDBigd/88PDxw9OhRTJs2DT169EB2djbq1auHnj17Qi4X78UCgaDqIWOMMWN3QiAQCAojk8mwdetW9O3b19hdEQgEgmqDeOUUCAQCgUAgqCEIxU4gEAgEAoGghiBi7AQCQZVERIkIBAJB6REWO4FAIBAIBIIaglDsBAKBQCAQCGoIQrETCAQCgUAgqCEIxU4gEAgEAoGghiAUO4FAIBAIBIIaglDsBAKBQCAQCGoIQrETCAQCgUAgqCEIxU4gEAgEAoGghiAUO4FAIBAIBIIawv8DE7rueV5cA1gAAAAASUVORK5CYII=", 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", 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" ] @@ -375,7 +368,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch [200/200], Trainingsverlust: 0.6159, Validierungsverlust: 0.6616\n" + "Epoch [200/200], Trainingsverlust: 0.5581, Validierungsverlust: 0.5943\n" ] } ], @@ -468,6 +461,13 @@ "\n", " print(f'Epoch [{epoch+1}/{num_epochs}], Trainingsverlust: {train_loss:.4f}, Validierungsverlust: {valid_loss:.4f}')" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {